This dataset contains 8732 labeled sound excerpts (<=4s) of urban sounds from 10 classes: air_conditioner, car_horn, children_playing, dog_bark, drilling, enginge_idling, gun_shot, jackhammer, siren, and street_music. The classes are drawn from the urban sound taxonomy. For a detailed description of the dataset and how it was compiled please refer to our paper. All excerpts are taken from field recordings uploaded to www.freesound.org. The files are pre-sorted into ten folds (folders named fold1-fold10) to help in the reproduction of and comparison with the automatic classification results reported in the article above.
In addition to the sound excerpts, a CSV file containing metadata about each excerpt is also provided.
8732 audio files of urban sounds (see description above) in WAV format. The sampling rate, bit depth, and number of channels are the same as those of the original file uploaded to Freesound (and hence may vary from file to file).
The Dataset contains 10 classes, we will do classification task on the audio file obtained.
A numeric identifier of the sound class:
0 = air_conditioner
1 = car_horn
2 = children_playing
3 = dog_bark
4 = drilling
5 = engine_idling
6 = gun_shot
7 = jackhammer
8 = siren
9 = street_music
Just go to Urban8K Website and fill a simple form to download the dataset. Since the dataset is > 5GB in compressed form itself, it's better to copy the download link and directly !wget it to the colab and move to the drive for further use.
!wget https://goo.gl/8hY5ER
!tar -xvf 8hY5ER -C ./
--2020-12-16 17:48:45-- https://goo.gl/8hY5ER Resolving goo.gl (goo.gl)... 64.233.170.102, 64.233.170.113, 64.233.170.101, ... Connecting to goo.gl (goo.gl)|64.233.170.102|:443... connected. HTTP request sent, awaiting response... 302 Found Location: https://zenodo.org/record/1203745/files/UrbanSound8K.tar.gz [following] --2020-12-16 17:48:46-- https://zenodo.org/record/1203745/files/UrbanSound8K.tar.gz Resolving zenodo.org (zenodo.org)... 137.138.76.77 Connecting to zenodo.org (zenodo.org)|137.138.76.77|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 6023741708 (5.6G) [application/octet-stream] Saving to: ‘8hY5ER’ 8hY5ER 100%[===================>] 5.61G 7.08MB/s in 10m 55s 2020-12-16 17:59:42 (8.77 MB/s) - ‘8hY5ER’ saved [6023741708/6023741708] tar: .: Not found in archive tar: Exiting with failure status due to previous errors
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
!mkdir /content/drive/MyDrive/Urban8KZip
!cp ./urban8kzipped /content/drive/MyDrive/Urban8KZip
If you do run notebook again there is no reason to download dataset again and move to drive, just mount the drive and copy the content from the Urban8KZip folder to the colab.
Run this next cell if running the notebook again, Don't run the above cell and downloading cells(in starting), just mount the colab and run the next cell.
!tar -xvf /content/drive/MyDrive/Urban8KZip/urban8kzipped -C ./
Streaming output truncated to the last 5000 lines.
UrbanSound8K/audio/fold4/17480-2-0-6.wav
UrbanSound8K/audio/fold4/17480-2-0-9.wav
UrbanSound8K/audio/fold4/175904-2-0-11.wav
UrbanSound8K/audio/fold4/175904-2-0-24.wav
UrbanSound8K/audio/fold4/176003-1-0-0.wav
UrbanSound8K/audio/fold4/176638-5-0-0.wav
UrbanSound8K/audio/fold4/177756-2-0-10.wav
UrbanSound8K/audio/fold4/177756-2-0-4.wav
UrbanSound8K/audio/fold4/177756-2-0-5.wav
UrbanSound8K/audio/fold4/177756-2-0-7.wav
UrbanSound8K/audio/fold4/179862-1-0-0.wav
UrbanSound8K/audio/fold4/180977-3-1-1.wav
UrbanSound8K/audio/fold4/180977-3-1-5.wav
UrbanSound8K/audio/fold4/183989-3-1-21.wav
UrbanSound8K/audio/fold4/183989-3-1-23.wav
UrbanSound8K/audio/fold4/185709-0-0-0.wav
UrbanSound8K/audio/fold4/185709-0-0-1.wav
UrbanSound8K/audio/fold4/185709-0-0-6.wav
UrbanSound8K/audio/fold4/185709-0-0-7.wav
UrbanSound8K/audio/fold4/185909-2-0-102.wav
UrbanSound8K/audio/fold4/185909-2-0-13.wav
UrbanSound8K/audio/fold4/185909-2-0-17.wav
UrbanSound8K/audio/fold4/185909-2-0-34.wav
UrbanSound8K/audio/fold4/185909-2-0-86.wav
UrbanSound8K/audio/fold4/185909-2-0-87.wav
UrbanSound8K/audio/fold4/186938-5-0-0.wav
UrbanSound8K/audio/fold4/187356-1-0-0.wav
UrbanSound8K/audio/fold4/187356-1-1-0.wav
UrbanSound8K/audio/fold4/187356-1-4-0.wav
UrbanSound8K/audio/fold4/187356-1-5-0.wav
UrbanSound8K/audio/fold4/192382-2-0-105.wav
UrbanSound8K/audio/fold4/192382-2-0-67.wav
UrbanSound8K/audio/fold4/192382-2-0-8.wav
UrbanSound8K/audio/fold4/194458-9-1-91.wav
UrbanSound8K/audio/fold4/195969-0-0-1.wav
UrbanSound8K/audio/fold4/195969-0-0-12.wav
UrbanSound8K/audio/fold4/195969-0-0-20.wav
UrbanSound8K/audio/fold4/195969-0-0-21.wav
UrbanSound8K/audio/fold4/195969-0-0-24.wav
UrbanSound8K/audio/fold4/195969-0-0-25.wav
UrbanSound8K/audio/fold4/195969-0-0-26.wav
UrbanSound8K/audio/fold4/195969-0-0-28.wav
UrbanSound8K/audio/fold4/195969-0-0-4.wav
UrbanSound8K/audio/fold4/195969-0-0-7.wav
UrbanSound8K/audio/fold4/195969-0-0-8.wav
UrbanSound8K/audio/fold4/196061-2-0-0.wav
UrbanSound8K/audio/fold4/199929-4-0-0.wav
UrbanSound8K/audio/fold4/201207-3-13-0.wav
UrbanSound8K/audio/fold4/206037-2-0-22.wav
UrbanSound8K/audio/fold4/206037-2-0-25.wav
UrbanSound8K/audio/fold4/206037-2-0-3.wav
UrbanSound8K/audio/fold4/206037-2-0-38.wav
UrbanSound8K/audio/fold4/206037-2-0-40.wav
UrbanSound8K/audio/fold4/20688-2-0-0.wav
UrbanSound8K/audio/fold4/20688-2-0-1.wav
UrbanSound8K/audio/fold4/20688-2-0-4.wav
UrbanSound8K/audio/fold4/209864-5-0-0.wav
UrbanSound8K/audio/fold4/209864-5-0-1.wav
UrbanSound8K/audio/fold4/209864-5-0-2.wav
UrbanSound8K/audio/fold4/209864-5-0-3.wav
UrbanSound8K/audio/fold4/22883-7-100-0.wav
UrbanSound8K/audio/fold4/22883-7-11-0.wav
UrbanSound8K/audio/fold4/22883-7-17-2.wav
UrbanSound8K/audio/fold4/22883-7-17-5.wav
UrbanSound8K/audio/fold4/22883-7-18-0.wav
UrbanSound8K/audio/fold4/22883-7-24-0.wav
UrbanSound8K/audio/fold4/22883-7-27-0.wav
UrbanSound8K/audio/fold4/22883-7-34-0.wav
UrbanSound8K/audio/fold4/22883-7-35-3.wav
UrbanSound8K/audio/fold4/22883-7-36-0.wav
UrbanSound8K/audio/fold4/22883-7-40-0.wav
UrbanSound8K/audio/fold4/22883-7-48-0.wav
UrbanSound8K/audio/fold4/22883-7-49-3.wav
UrbanSound8K/audio/fold4/22883-7-51-0.wav
UrbanSound8K/audio/fold4/22883-7-54-0.wav
UrbanSound8K/audio/fold4/22883-7-58-0.wav
UrbanSound8K/audio/fold4/22883-7-61-1.wav
UrbanSound8K/audio/fold4/22883-7-62-0.wav
UrbanSound8K/audio/fold4/22883-7-63-0.wav
UrbanSound8K/audio/fold4/22883-7-64-0.wav
UrbanSound8K/audio/fold4/22883-7-67-0.wav
UrbanSound8K/audio/fold4/22883-7-69-0.wav
UrbanSound8K/audio/fold4/22883-7-7-0.wav
UrbanSound8K/audio/fold4/22883-7-71-0.wav
UrbanSound8K/audio/fold4/22883-7-78-2.wav
UrbanSound8K/audio/fold4/22883-7-81-0.wav
UrbanSound8K/audio/fold4/22883-7-86-0.wav
UrbanSound8K/audio/fold4/22883-7-93-0.wav
UrbanSound8K/audio/fold4/22883-7-98-1.wav
UrbanSound8K/audio/fold4/22883-7-99-2.wav
UrbanSound8K/audio/fold4/23161-6-0-0.wav
UrbanSound8K/audio/fold4/24347-8-0-0.wav
UrbanSound8K/audio/fold4/24347-8-0-1.wav
UrbanSound8K/audio/fold4/24347-8-0-10.wav
UrbanSound8K/audio/fold4/24347-8-0-12.wav
UrbanSound8K/audio/fold4/24347-8-0-13.wav
UrbanSound8K/audio/fold4/24347-8-0-17.wav
UrbanSound8K/audio/fold4/24347-8-0-18.wav
UrbanSound8K/audio/fold4/24347-8-0-19.wav
UrbanSound8K/audio/fold4/24347-8-0-20.wav
UrbanSound8K/audio/fold4/24347-8-0-21.wav
UrbanSound8K/audio/fold4/24347-8-0-22.wav
UrbanSound8K/audio/fold4/24347-8-0-24.wav
UrbanSound8K/audio/fold4/24347-8-0-25.wav
UrbanSound8K/audio/fold4/24347-8-0-30.wav
UrbanSound8K/audio/fold4/24347-8-0-33.wav
UrbanSound8K/audio/fold4/24347-8-0-34.wav
UrbanSound8K/audio/fold4/24347-8-0-36.wav
UrbanSound8K/audio/fold4/24347-8-0-37.wav
UrbanSound8K/audio/fold4/24347-8-0-38.wav
UrbanSound8K/audio/fold4/24347-8-0-39.wav
UrbanSound8K/audio/fold4/24347-8-0-40.wav
UrbanSound8K/audio/fold4/24347-8-0-41.wav
UrbanSound8K/audio/fold4/24347-8-0-43.wav
UrbanSound8K/audio/fold4/24347-8-0-46.wav
UrbanSound8K/audio/fold4/24347-8-0-5.wav
UrbanSound8K/audio/fold4/24347-8-0-50.wav
UrbanSound8K/audio/fold4/24347-8-0-54.wav
UrbanSound8K/audio/fold4/24347-8-0-55.wav
UrbanSound8K/audio/fold4/24347-8-0-57.wav
UrbanSound8K/audio/fold4/24347-8-0-58.wav
UrbanSound8K/audio/fold4/24347-8-0-59.wav
UrbanSound8K/audio/fold4/24347-8-0-60.wav
UrbanSound8K/audio/fold4/24347-8-0-61.wav
UrbanSound8K/audio/fold4/24347-8-0-62.wav
UrbanSound8K/audio/fold4/24347-8-0-63.wav
UrbanSound8K/audio/fold4/24347-8-0-65.wav
UrbanSound8K/audio/fold4/24347-8-0-66.wav
UrbanSound8K/audio/fold4/24347-8-0-67.wav
UrbanSound8K/audio/fold4/24347-8-0-69.wav
UrbanSound8K/audio/fold4/24347-8-0-7.wav
UrbanSound8K/audio/fold4/24347-8-0-70.wav
UrbanSound8K/audio/fold4/24347-8-0-72.wav
UrbanSound8K/audio/fold4/24347-8-0-73.wav
UrbanSound8K/audio/fold4/24347-8-0-74.wav
UrbanSound8K/audio/fold4/24347-8-0-75.wav
UrbanSound8K/audio/fold4/24347-8-0-76.wav
UrbanSound8K/audio/fold4/24347-8-0-77.wav
UrbanSound8K/audio/fold4/24347-8-0-79.wav
UrbanSound8K/audio/fold4/24347-8-0-8.wav
UrbanSound8K/audio/fold4/24347-8-0-81.wav
UrbanSound8K/audio/fold4/24347-8-0-83.wav
UrbanSound8K/audio/fold4/24347-8-0-86.wav
UrbanSound8K/audio/fold4/24347-8-0-87.wav
UrbanSound8K/audio/fold4/24347-8-0-88.wav
UrbanSound8K/audio/fold4/24347-8-0-89.wav
UrbanSound8K/audio/fold4/24347-8-0-90.wav
UrbanSound8K/audio/fold4/24347-8-0-91.wav
UrbanSound8K/audio/fold4/24347-8-0-92.wav
UrbanSound8K/audio/fold4/24347-8-0-94.wav
UrbanSound8K/audio/fold4/24347-8-0-96.wav
UrbanSound8K/audio/fold4/24347-8-0-97.wav
UrbanSound8K/audio/fold4/26256-3-6-6.wav
UrbanSound8K/audio/fold4/29722-4-0-0.wav
UrbanSound8K/audio/fold4/29722-4-0-2.wav
UrbanSound8K/audio/fold4/29722-4-0-3.wav
UrbanSound8K/audio/fold4/29722-4-0-4.wav
UrbanSound8K/audio/fold4/29722-4-0-6.wav
UrbanSound8K/audio/fold4/30832-3-12-0.wav
UrbanSound8K/audio/fold4/30832-3-7-0.wav
UrbanSound8K/audio/fold4/34056-2-0-42.wav
UrbanSound8K/audio/fold4/34056-2-0-48.wav
UrbanSound8K/audio/fold4/35296-3-2-0.wav
UrbanSound8K/audio/fold4/35549-9-0-2.wav
UrbanSound8K/audio/fold4/35549-9-0-28.wav
UrbanSound8K/audio/fold4/35549-9-0-47.wav
UrbanSound8K/audio/fold4/35549-9-0-51.wav
UrbanSound8K/audio/fold4/35549-9-0-58.wav
UrbanSound8K/audio/fold4/35629-3-0-0.wav
UrbanSound8K/audio/fold4/35629-3-1-0.wav
UrbanSound8K/audio/fold4/35629-3-2-0.wav
UrbanSound8K/audio/fold4/35629-3-3-0.wav
UrbanSound8K/audio/fold4/35799-6-0-0.wav
UrbanSound8K/audio/fold4/38231-3-2-0.wav
UrbanSound8K/audio/fold4/38231-3-4-0.wav
UrbanSound8K/audio/fold4/39968-9-0-173.wav
UrbanSound8K/audio/fold4/39968-9-0-181.wav
UrbanSound8K/audio/fold4/39968-9-0-69.wav
UrbanSound8K/audio/fold4/42954-9-0-2.wav
UrbanSound8K/audio/fold4/42954-9-0-20.wav
UrbanSound8K/audio/fold4/44278-1-0-0.wav
UrbanSound8K/audio/fold4/44278-1-1-0.wav
UrbanSound8K/audio/fold4/47019-2-0-42.wav
UrbanSound8K/audio/fold4/47019-2-0-55.wav
UrbanSound8K/audio/fold4/47926-3-0-0.wav
UrbanSound8K/audio/fold4/47926-3-1-0.wav
UrbanSound8K/audio/fold4/50618-6-0-0.wav
UrbanSound8K/audio/fold4/52441-3-0-13.wav
UrbanSound8K/audio/fold4/52441-3-1-2.wav
UrbanSound8K/audio/fold4/54081-9-0-24.wav
UrbanSound8K/audio/fold4/54081-9-0-47.wav
UrbanSound8K/audio/fold4/54081-9-0-56.wav
UrbanSound8K/audio/fold4/54081-9-0-87.wav
UrbanSound8K/audio/fold4/54173-2-0-18.wav
UrbanSound8K/audio/fold4/54173-2-0-21.wav
UrbanSound8K/audio/fold4/54173-2-0-26.wav
UrbanSound8K/audio/fold4/54173-2-0-28.wav
UrbanSound8K/audio/fold4/54173-2-0-5.wav
UrbanSound8K/audio/fold4/55018-0-0-102.wav
UrbanSound8K/audio/fold4/55018-0-0-106.wav
UrbanSound8K/audio/fold4/55018-0-0-110.wav
UrbanSound8K/audio/fold4/55018-0-0-116.wav
UrbanSound8K/audio/fold4/55018-0-0-121.wav
UrbanSound8K/audio/fold4/55018-0-0-146.wav
UrbanSound8K/audio/fold4/55018-0-0-194.wav
UrbanSound8K/audio/fold4/55018-0-0-209.wav
UrbanSound8K/audio/fold4/55018-0-0-246.wav
UrbanSound8K/audio/fold4/55018-0-0-248.wav
UrbanSound8K/audio/fold4/55018-0-0-37.wav
UrbanSound8K/audio/fold4/55018-0-0-49.wav
UrbanSound8K/audio/fold4/55018-0-0-8.wav
UrbanSound8K/audio/fold4/55018-0-0-92.wav
UrbanSound8K/audio/fold4/55728-9-0-30.wav
UrbanSound8K/audio/fold4/55728-9-0-8.wav
UrbanSound8K/audio/fold4/60608-9-0-0.wav
UrbanSound8K/audio/fold4/60608-9-0-1.wav
UrbanSound8K/audio/fold4/60608-9-0-2.wav
UrbanSound8K/audio/fold4/60608-9-0-3.wav
UrbanSound8K/audio/fold4/60608-9-0-5.wav
UrbanSound8K/audio/fold4/61626-9-0-10.wav
UrbanSound8K/audio/fold4/61626-9-0-3.wav
UrbanSound8K/audio/fold4/61626-9-0-6.wav
UrbanSound8K/audio/fold4/61790-9-0-20.wav
UrbanSound8K/audio/fold4/61790-9-1-1.wav
UrbanSound8K/audio/fold4/61790-9-1-20.wav
UrbanSound8K/audio/fold4/62461-0-0-0.wav
UrbanSound8K/audio/fold4/62461-0-0-1.wav
UrbanSound8K/audio/fold4/63932-3-0-2.wav
UrbanSound8K/audio/fold4/63932-3-1-1.wav
UrbanSound8K/audio/fold4/68389-3-0-0.wav
UrbanSound8K/audio/fold4/68389-3-1-0.wav
UrbanSound8K/audio/fold4/68389-3-2-0.wav
UrbanSound8K/audio/fold4/7064-6-5-0.wav
UrbanSound8K/audio/fold4/72724-3-2-7.wav
UrbanSound8K/audio/fold4/72724-3-2-8.wav
UrbanSound8K/audio/fold4/72829-3-0-2.wav
UrbanSound8K/audio/fold4/7389-1-0-4.wav
UrbanSound8K/audio/fold4/7389-1-0-5.wav
UrbanSound8K/audio/fold4/7389-1-0-6.wav
UrbanSound8K/audio/fold4/7389-1-1-0.wav
UrbanSound8K/audio/fold4/7389-1-2-0.wav
UrbanSound8K/audio/fold4/7389-1-2-1.wav
UrbanSound8K/audio/fold4/7389-1-2-2.wav
UrbanSound8K/audio/fold4/7389-1-3-1.wav
UrbanSound8K/audio/fold4/99157-9-0-31.wav
UrbanSound8K/audio/fold4/7389-1-3-3.wav
UrbanSound8K/audio/fold4/7389-1-3-4.wav
UrbanSound8K/audio/fold4/95404-3-0-1.wav
UrbanSound8K/audio/fold4/95404-3-0-4.wav
UrbanSound8K/audio/fold4/99157-9-0-15.wav
UrbanSound8K/audio/fold4/99157-9-0-16.wav
UrbanSound8K/audio/fold4/7389-1-4-11.wav
UrbanSound8K/audio/fold4/7389-1-4-12.wav
UrbanSound8K/audio/fold4/7389-1-4-13.wav
UrbanSound8K/audio/fold4/84317-3-0-0.wav
UrbanSound8K/audio/fold4/85544-3-5-0.wav
UrbanSound8K/audio/fold4/94020-8-1-0.wav
UrbanSound8K/audio/fold4/7389-1-4-3.wav
UrbanSound8K/audio/fold4/7389-1-4-4.wav
UrbanSound8K/audio/fold4/81068-5-0-3.wav
UrbanSound8K/audio/fold4/81068-5-0-5.wav
UrbanSound8K/audio/fold4/81068-5-2-0.wav
UrbanSound8K/audio/fold4/7389-1-4-8.wav
UrbanSound8K/audio/fold4/81068-5-0-1.wav
UrbanSound8K/audio/fold4/81068-5-0-2.wav
UrbanSound8K/audio/fold4/74723-3-0-1.wav
UrbanSound8K/audio/fold4/81068-5-0-0.wav
UrbanSound8K/audio/fold4/74725-3-0-0.wav
UrbanSound8K/audio/fold4/74725-3-0-1.wav
UrbanSound8K/audio/fold4/76585-9-0-38.wav
UrbanSound8K/audio/fold4/76585-9-0-57.wav
UrbanSound8K/audio/fold4/76585-9-0-60.wav
UrbanSound8K/audio/fold4/76568-9-0-10.wav
UrbanSound8K/audio/fold4/76568-9-0-14.wav
UrbanSound8K/audio/fold4/76568-9-0-2.wav
UrbanSound8K/audio/fold4/.DS_Store
UrbanSound8K/audio/fold4/107653-9-0-12.wav
UrbanSound8K/audio/fold4/107653-9-0-3.wav
UrbanSound8K/audio/fold4/107653-9-0-5.wav
UrbanSound8K/audio/fold4/107653-9-0-7.wav
UrbanSound8K/audio/fold4/109711-3-2-4.wav
UrbanSound8K/audio/fold4/110621-7-0-0.wav
UrbanSound8K/audio/fold4/110621-7-0-1.wav
UrbanSound8K/audio/fold4/110621-7-0-3.wav
UrbanSound8K/audio/fold4/115415-9-0-0.wav
UrbanSound8K/audio/fold4/115415-9-0-1.wav
UrbanSound8K/audio/fold4/115415-9-0-6.wav
UrbanSound8K/audio/fold4/115535-3-0-0.wav
UrbanSound8K/audio/fold4/116484-3-0-12.wav
UrbanSound8K/audio/fold4/128160-5-0-0.wav
UrbanSound8K/audio/fold4/128160-5-0-1.wav
UrbanSound8K/audio/fold4/128160-5-0-10.wav
UrbanSound8K/audio/fold4/128160-5-0-13.wav
UrbanSound8K/audio/fold4/128160-5-0-14.wav
UrbanSound8K/audio/fold4/128160-5-0-2.wav
UrbanSound8K/audio/fold4/128160-5-0-4.wav
UrbanSound8K/audio/fold4/128160-5-0-5.wav
UrbanSound8K/audio/fold4/128160-5-0-7.wav
UrbanSound8K/audio/fold4/128607-4-0-2.wav
UrbanSound8K/audio/fold4/128607-4-0-4.wav
UrbanSound8K/audio/fold4/128607-4-1-0.wav
UrbanSound8K/audio/fold4/128607-4-1-1.wav
UrbanSound8K/audio/fold4/128607-4-1-2.wav
UrbanSound8K/audio/fold4/131428-9-0-5.wav
UrbanSound8K/audio/fold4/132016-7-0-0.wav
UrbanSound8K/audio/fold4/132016-7-0-1.wav
UrbanSound8K/audio/fold4/132016-7-0-2.wav
UrbanSound8K/audio/fold4/132016-7-0-3.wav
UrbanSound8K/audio/fold4/132016-7-0-7.wav
UrbanSound8K/audio/fold4/135528-6-0-0.wav
UrbanSound8K/audio/fold4/135528-6-1-0.wav
UrbanSound8K/audio/fold4/135528-6-10-0.wav
UrbanSound8K/audio/fold4/135528-6-11-0.wav
UrbanSound8K/audio/fold4/135528-6-12-0.wav
UrbanSound8K/audio/fold4/135528-6-2-0.wav
UrbanSound8K/audio/fold4/135528-6-4-1.wav
UrbanSound8K/audio/fold4/135528-6-5-0.wav
UrbanSound8K/audio/fold4/135528-6-8-0.wav
UrbanSound8K/audio/fold4/135528-6-9-0.wav
UrbanSound8K/audio/fold4/137971-2-0-0.wav
UrbanSound8K/audio/fold4/137971-2-0-3.wav
UrbanSound8K/audio/fold4/137971-2-0-4.wav
UrbanSound8K/audio/fold4/137971-2-0-8.wav
UrbanSound8K/audio/fold4/140824-4-0-0.wav
UrbanSound8K/audio/fold4/14110-4-0-1.wav
UrbanSound8K/audio/fold4/14110-4-0-2.wav
UrbanSound8K/audio/fold4/144007-5-0-1.wav
UrbanSound8K/audio/fold4/144007-5-0-13.wav
UrbanSound8K/audio/fold4/144007-5-0-14.wav
UrbanSound8K/audio/fold4/144007-5-0-15.wav
UrbanSound8K/audio/fold4/144007-5-0-18.wav
UrbanSound8K/audio/fold4/144007-5-0-19.wav
UrbanSound8K/audio/fold4/144007-5-0-2.wav
UrbanSound8K/audio/fold4/144007-5-0-3.wav
UrbanSound8K/audio/fold4/144007-5-0-5.wav
UrbanSound8K/audio/fold4/144007-5-0-6.wav
UrbanSound8K/audio/fold4/144007-5-0-7.wav
UrbanSound8K/audio/fold4/144007-5-0-8.wav
UrbanSound8K/audio/fold4/144007-5-0-9.wav
UrbanSound8K/audio/fold4/144007-5-1-11.wav
UrbanSound8K/audio/fold4/144007-5-1-2.wav
UrbanSound8K/audio/fold4/144007-5-1-6.wav
UrbanSound8K/audio/fold4/144007-5-1-8.wav
UrbanSound8K/audio/fold4/144351-4-2-2.wav
UrbanSound8K/audio/fold4/144351-4-2-4.wav
UrbanSound8K/audio/fold4/144351-4-2-5.wav
UrbanSound8K/audio/fold4/144351-4-2-6.wav
UrbanSound8K/audio/fold4/144351-4-3-10.wav
UrbanSound8K/audio/fold4/144351-4-3-11.wav
UrbanSound8K/audio/fold4/144351-4-3-12.wav
UrbanSound8K/audio/fold4/144351-4-3-14.wav
UrbanSound8K/audio/fold4/144351-4-3-15.wav
UrbanSound8K/audio/fold4/144351-4-3-2.wav
UrbanSound8K/audio/fold4/144351-4-3-5.wav
UrbanSound8K/audio/fold4/144351-4-3-7.wav
UrbanSound8K/audio/fold4/146709-0-0-1.wav
UrbanSound8K/audio/fold4/146709-0-0-11.wav
UrbanSound8K/audio/fold4/146709-0-0-12.wav
UrbanSound8K/audio/fold4/146709-0-0-18.wav
UrbanSound8K/audio/fold4/146709-0-0-20.wav
UrbanSound8K/audio/fold4/146709-0-0-25.wav
UrbanSound8K/audio/fold4/146709-0-0-26.wav
UrbanSound8K/audio/fold4/146709-0-0-3.wav
UrbanSound8K/audio/fold4/146709-0-0-34.wav
UrbanSound8K/audio/fold4/146709-0-0-48.wav
UrbanSound8K/audio/fold4/146709-0-0-53.wav
UrbanSound8K/audio/fold4/146709-0-0-59.wav
UrbanSound8K/audio/fold4/146709-0-0-66.wav
UrbanSound8K/audio/fold4/146709-0-0-7.wav
UrbanSound8K/audio/fold4/148463-7-2-2.wav
UrbanSound8K/audio/fold4/148463-7-3-1.wav
UrbanSound8K/audio/fold4/148463-7-3-10.wav
UrbanSound8K/audio/fold4/148463-7-3-3.wav
UrbanSound8K/audio/fold4/148463-7-3-7.wav
UrbanSound8K/audio/fold4/148463-7-3-9.wav
UrbanSound8K/audio/fold4/148837-6-1-0.wav
UrbanSound8K/audio/fold4/151005-4-0-0.wav
UrbanSound8K/audio/fold4/151005-4-2-0.wav
UrbanSound8K/audio/fold4/151005-4-2-1.wav
UrbanSound8K/audio/fold4/151005-4-3-2.wav
UrbanSound8K/audio/fold4/151877-5-0-0.wav
UrbanSound8K/audio/fold4/151877-5-1-0.wav
UrbanSound8K/audio/fold4/154758-5-0-0.wav
UrbanSound8K/audio/fold4/154758-5-0-11.wav
UrbanSound8K/audio/fold4/154758-5-0-12.wav
UrbanSound8K/audio/fold4/154758-5-0-13.wav
UrbanSound8K/audio/fold4/154758-5-0-15.wav
UrbanSound8K/audio/fold4/154758-5-0-2.wav
UrbanSound8K/audio/fold4/154758-5-0-20.wav
UrbanSound8K/audio/fold4/154758-5-0-21.wav
UrbanSound8K/audio/fold4/154758-5-0-3.wav
UrbanSound8K/audio/fold4/154758-5-0-5.wav
UrbanSound8K/audio/fold4/154758-5-0-9.wav
UrbanSound8K/audio/fold4/155320-3-0-0.wav
UrbanSound8K/audio/fold4/156362-4-0-1.wav
UrbanSound8K/audio/fold4/156362-4-0-2.wav
UrbanSound8K/audio/fold4/156362-4-0-3.wav
UrbanSound8K/audio/fold4/156362-4-1-0.wav
UrbanSound8K/audio/fold4/156362-4-2-0.wav
UrbanSound8K/audio/fold4/156362-4-2-1.wav
UrbanSound8K/audio/fold4/156362-4-3-0.wav
UrbanSound8K/audio/fold4/156362-4-3-8.wav
UrbanSound8K/audio/fold4/156868-8-0-0.wav
UrbanSound8K/audio/fold4/156868-8-1-0.wav
UrbanSound8K/audio/fold4/156868-8-3-0.wav
UrbanSound8K/audio/fold4/156868-8-4-0.wav
UrbanSound8K/audio/fold4/157695-3-0-19.wav
UrbanSound8K/audio/fold4/157695-3-0-2.wav
UrbanSound8K/audio/fold4/157695-3-0-8.wav
UrbanSound8K/audio/fold4/158608-8-0-0.wav
UrbanSound8K/audio/fold4/158608-8-0-1.wav
UrbanSound8K/audio/fold4/158608-8-0-10.wav
UrbanSound8K/audio/fold4/158608-8-0-2.wav
UrbanSound8K/audio/fold4/158608-8-0-4.wav
UrbanSound8K/audio/fold4/158608-8-0-5.wav
UrbanSound8K/audio/fold4/158608-8-0-9.wav
UrbanSound8K/audio/fold4/159751-8-0-11.wav
UrbanSound8K/audio/fold4/159751-8-0-12.wav
UrbanSound8K/audio/fold4/159751-8-0-14.wav
UrbanSound8K/audio/fold4/159751-8-0-15.wav
UrbanSound8K/audio/fold4/159751-8-0-16.wav
UrbanSound8K/audio/fold4/159751-8-0-18.wav
UrbanSound8K/audio/fold4/159751-8-0-19.wav
UrbanSound8K/audio/fold4/159751-8-0-4.wav
UrbanSound8K/audio/fold4/159751-8-0-6.wav
UrbanSound8K/audio/fold4/159751-8-0-7.wav
UrbanSound8K/audio/fold4/159751-8-0-8.wav
UrbanSound8K/audio/fold4/159752-8-0-0.wav
UrbanSound8K/audio/fold4/159752-8-0-2.wav
UrbanSound8K/audio/fold4/159752-8-0-3.wav
UrbanSound8K/audio/fold4/159752-8-0-4.wav
UrbanSound8K/audio/fold4/159752-8-0-6.wav
UrbanSound8K/audio/fold4/159752-8-0-8.wav
UrbanSound8K/audio/fold4/159752-8-0-9.wav
UrbanSound8K/audio/fold4/159752-8-2-1.wav
UrbanSound8K/audio/fold4/159753-8-0-2.wav
UrbanSound8K/audio/fold4/159753-8-0-4.wav
UrbanSound8K/audio/fold4/159753-8-0-5.wav
UrbanSound8K/audio/fold4/159753-8-0-6.wav
UrbanSound8K/audio/fold4/162435-6-2-0.wav
UrbanSound8K/audio/fold4/165785-4-0-0.wav
UrbanSound8K/audio/fold4/165785-4-1-0.wav
UrbanSound8K/audio/fold4/165785-4-4-0.wav
UrbanSound8K/audio/fold4/16692-5-0-0.wav
UrbanSound8K/audio/fold4/16692-5-0-1.wav
UrbanSound8K/audio/fold4/16692-5-0-10.wav
UrbanSound8K/audio/fold4/16692-5-0-2.wav
UrbanSound8K/audio/fold4/16692-5-0-3.wav
UrbanSound8K/audio/fold4/16692-5-0-4.wav
UrbanSound8K/audio/fold4/16692-5-0-7.wav
UrbanSound8K/audio/fold4/16692-5-0-8.wav
UrbanSound8K/audio/fold4/16692-5-0-9.wav
UrbanSound8K/audio/fold4/166942-0-0-0.wav
UrbanSound8K/audio/fold4/166942-0-0-10.wav
UrbanSound8K/audio/fold4/166942-0-0-11.wav
UrbanSound8K/audio/fold4/166942-0-0-13.wav
UrbanSound8K/audio/fold4/166942-0-0-14.wav
UrbanSound8K/audio/fold4/166942-0-0-2.wav
UrbanSound8K/audio/fold4/166942-0-0-3.wav
UrbanSound8K/audio/fold4/166942-0-0-4.wav
UrbanSound8K/audio/fold4/166942-0-0-5.wav
UrbanSound8K/audio/fold4/166942-0-0-8.wav
UrbanSound8K/audio/fold4/166942-0-0-9.wav
UrbanSound8K/audio/fold4/169466-4-0-7.wav
UrbanSound8K/audio/fold4/169466-4-0-8.wav
UrbanSound8K/audio/fold4/169466-4-1-5.wav
UrbanSound8K/audio/fold4/169466-4-2-17.wav
UrbanSound8K/audio/fold4/169466-4-2-6.wav
UrbanSound8K/audio/fold4/169466-4-2-8.wav
UrbanSound8K/audio/fold4/169466-4-3-14.wav
UrbanSound8K/audio/fold4/169466-4-3-8.wav
UrbanSound8K/audio/fold4/170564-2-0-0.wav
UrbanSound8K/audio/fold4/170564-2-0-3.wav
UrbanSound8K/audio/fold4/170564-2-1-27.wav
UrbanSound8K/audio/fold4/170564-2-1-32.wav
UrbanSound8K/audio/fold4/170564-2-1-34.wav
UrbanSound8K/audio/fold4/170564-2-1-9.wav
UrbanSound8K/audio/fold4/171249-1-1-0.wav
UrbanSound8K/audio/fold4/171305-7-10-0.wav
UrbanSound8K/audio/fold4/171305-7-11-0.wav
UrbanSound8K/audio/fold4/171305-7-13-0.wav
UrbanSound8K/audio/fold4/171305-7-14-0.wav
UrbanSound8K/audio/fold4/171305-7-15-0.wav
UrbanSound8K/audio/fold4/171305-7-17-0.wav
UrbanSound8K/audio/fold4/171305-7-2-0.wav
UrbanSound8K/audio/fold4/171305-7-20-0.wav
UrbanSound8K/audio/fold4/171305-7-21-0.wav
UrbanSound8K/audio/fold4/171305-7-23-0.wav
UrbanSound8K/audio/fold4/171305-7-25-0.wav
UrbanSound8K/audio/fold4/171305-7-5-0.wav
UrbanSound8K/audio/fold4/171305-7-6-0.wav
UrbanSound8K/audio/fold4/171305-7-7-0.wav
UrbanSound8K/audio/fold4/171305-7-8-1.wav
UrbanSound8K/audio/fold4/172338-9-0-20.wav
UrbanSound8K/audio/fold4/172338-9-0-21.wav
UrbanSound8K/audio/fold4/173994-3-0-45.wav
UrbanSound8K/audio/fold4/174032-2-0-17.wav
UrbanSound8K/audio/fold4/174032-2-0-22.wav
UrbanSound8K/audio/fold4/174032-2-0-26.wav
UrbanSound8K/audio/fold4/174032-2-0-4.wav
UrbanSound8K/audio/fold4/17480-2-0-30.wav
UrbanSound8K/audio/fold4/174841-1-0-0.wav
UrbanSound8K/audio/fold4/175846-1-0-0.wav
UrbanSound8K/audio/fold4/175855-1-0-0.wav
UrbanSound8K/audio/fold4/175904-2-0-12.wav
UrbanSound8K/audio/fold4/175904-2-0-124.wav
UrbanSound8K/audio/fold4/175904-2-0-41.wav
UrbanSound8K/audio/fold4/175904-2-0-64.wav
UrbanSound8K/audio/fold4/175904-2-0-76.wav
UrbanSound8K/audio/fold4/175904-2-0-98.wav
UrbanSound8K/audio/fold4/176638-5-0-1.wav
UrbanSound8K/audio/fold4/176638-5-0-2.wav
UrbanSound8K/audio/fold4/177756-2-0-12.wav
UrbanSound8K/audio/fold4/177756-2-0-16.wav
UrbanSound8K/audio/fold4/177756-2-0-17.wav
UrbanSound8K/audio/fold4/177756-2-0-19.wav
UrbanSound8K/audio/fold4/179212-4-0-0.wav
UrbanSound8K/audio/fold4/180977-3-1-0.wav
UrbanSound8K/audio/fold4/183989-3-1-18.wav
UrbanSound8K/audio/fold4/183989-3-1-25.wav
UrbanSound8K/audio/fold4/185709-0-0-2.wav
UrbanSound8K/audio/fold4/185709-0-0-3.wav
UrbanSound8K/audio/fold4/185709-0-0-4.wav
UrbanSound8K/audio/fold4/185709-0-0-5.wav
UrbanSound8K/audio/fold4/185709-0-0-8.wav
UrbanSound8K/audio/fold4/185909-2-0-116.wav
UrbanSound8K/audio/fold4/185909-2-0-22.wav
UrbanSound8K/audio/fold4/187356-1-2-0.wav
UrbanSound8K/audio/fold4/187356-1-3-0.wav
UrbanSound8K/audio/fold4/187356-1-6-0.wav
UrbanSound8K/audio/fold4/187377-4-0-0.wav
UrbanSound8K/audio/fold4/187377-4-0-1.wav
UrbanSound8K/audio/fold4/192382-2-0-12.wav
UrbanSound8K/audio/fold4/192382-2-0-18.wav
UrbanSound8K/audio/fold4/192382-2-0-36.wav
UrbanSound8K/audio/fold4/192382-2-0-66.wav
UrbanSound8K/audio/fold4/192382-2-0-9.wav
UrbanSound8K/audio/fold4/194458-9-0-2.wav
UrbanSound8K/audio/fold4/194458-9-0-34.wav
UrbanSound8K/audio/fold4/194458-9-1-122.wav
UrbanSound8K/audio/fold4/194458-9-1-75.wav
UrbanSound8K/audio/fold4/195969-0-0-10.wav
UrbanSound8K/audio/fold4/195969-0-0-13.wav
UrbanSound8K/audio/fold4/195969-0-0-14.wav
UrbanSound8K/audio/fold4/195969-0-0-15.wav
UrbanSound8K/audio/fold4/195969-0-0-17.wav
UrbanSound8K/audio/fold4/195969-0-0-18.wav
UrbanSound8K/audio/fold4/195969-0-0-19.wav
UrbanSound8K/audio/fold4/195969-0-0-2.wav
UrbanSound8K/audio/fold4/195969-0-0-22.wav
UrbanSound8K/audio/fold4/195969-0-0-5.wav
UrbanSound8K/audio/fold4/195969-0-0-6.wav
UrbanSound8K/audio/fold4/195969-0-0-9.wav
UrbanSound8K/audio/fold4/196072-2-0-0.wav
UrbanSound8K/audio/fold4/196080-2-0-0.wav
UrbanSound8K/audio/fold4/199929-4-1-0.wav
UrbanSound8K/audio/fold4/199929-4-2-0.wav
UrbanSound8K/audio/fold4/201207-3-0-0.wav
UrbanSound8K/audio/fold4/201207-3-21-0.wav
UrbanSound8K/audio/fold4/201207-3-29-0.wav
UrbanSound8K/audio/fold4/202517-0-0-0.wav
UrbanSound8K/audio/fold4/203956-1-0-0.wav
UrbanSound8K/audio/fold4/204765-1-0-0.wav
UrbanSound8K/audio/fold4/206037-2-0-11.wav
UrbanSound8K/audio/fold4/206037-2-0-21.wav
UrbanSound8K/audio/fold4/206037-2-0-4.wav
UrbanSound8K/audio/fold4/20688-2-0-2.wav
UrbanSound8K/audio/fold4/20688-2-0-3.wav
UrbanSound8K/audio/fold4/22883-7-1-0.wav
UrbanSound8K/audio/fold4/22883-7-10-0.wav
UrbanSound8K/audio/fold4/22883-7-110-1.wav
UrbanSound8K/audio/fold4/22883-7-17-4.wav
UrbanSound8K/audio/fold4/22883-7-19-0.wav
UrbanSound8K/audio/fold4/22883-7-21-0.wav
UrbanSound8K/audio/fold4/22883-7-23-0.wav
UrbanSound8K/audio/fold4/22883-7-28-0.wav
UrbanSound8K/audio/fold4/22883-7-29-2.wav
UrbanSound8K/audio/fold4/22883-7-3-0.wav
UrbanSound8K/audio/fold4/22883-7-33-0.wav
UrbanSound8K/audio/fold4/22883-7-35-2.wav
UrbanSound8K/audio/fold4/22883-7-36-1.wav
UrbanSound8K/audio/fold4/22883-7-36-2.wav
UrbanSound8K/audio/fold4/22883-7-37-0.wav
UrbanSound8K/audio/fold4/22883-7-39-0.wav
UrbanSound8K/audio/fold4/22883-7-39-1.wav
UrbanSound8K/audio/fold4/22883-7-43-2.wav
UrbanSound8K/audio/fold4/22883-7-44-0.wav
UrbanSound8K/audio/fold4/22883-7-47-2.wav
UrbanSound8K/audio/fold4/22883-7-49-1.wav
UrbanSound8K/audio/fold4/22883-7-53-0.wav
UrbanSound8K/audio/fold4/22883-7-61-0.wav
UrbanSound8K/audio/fold4/22883-7-72-0.wav
UrbanSound8K/audio/fold4/22883-7-74-0.wav
UrbanSound8K/audio/fold4/22883-7-77-0.wav
UrbanSound8K/audio/fold4/22883-7-83-0.wav
UrbanSound8K/audio/fold4/22883-7-87-0.wav
UrbanSound8K/audio/fold4/22883-7-9-0.wav
UrbanSound8K/audio/fold4/22883-7-91-0.wav
UrbanSound8K/audio/fold4/22883-7-92-0.wav
UrbanSound8K/audio/fold4/22883-7-99-3.wav
UrbanSound8K/audio/fold4/23161-6-1-0.wav
UrbanSound8K/audio/fold4/24347-8-0-11.wav
UrbanSound8K/audio/fold4/24347-8-0-14.wav
UrbanSound8K/audio/fold4/24347-8-0-15.wav
UrbanSound8K/audio/fold4/24347-8-0-16.wav
UrbanSound8K/audio/fold4/24347-8-0-2.wav
UrbanSound8K/audio/fold4/24347-8-0-23.wav
UrbanSound8K/audio/fold4/24347-8-0-26.wav
UrbanSound8K/audio/fold4/24347-8-0-27.wav
UrbanSound8K/audio/fold4/24347-8-0-28.wav
UrbanSound8K/audio/fold4/24347-8-0-29.wav
UrbanSound8K/audio/fold4/24347-8-0-3.wav
UrbanSound8K/audio/fold4/24347-8-0-31.wav
UrbanSound8K/audio/fold4/24347-8-0-32.wav
UrbanSound8K/audio/fold4/24347-8-0-35.wav
UrbanSound8K/audio/fold4/24347-8-0-4.wav
UrbanSound8K/audio/fold4/24347-8-0-42.wav
UrbanSound8K/audio/fold4/24347-8-0-44.wav
UrbanSound8K/audio/fold4/24347-8-0-45.wav
UrbanSound8K/audio/fold4/24347-8-0-47.wav
UrbanSound8K/audio/fold4/24347-8-0-48.wav
UrbanSound8K/audio/fold4/24347-8-0-49.wav
UrbanSound8K/audio/fold4/24347-8-0-51.wav
UrbanSound8K/audio/fold4/24347-8-0-52.wav
UrbanSound8K/audio/fold4/24347-8-0-53.wav
UrbanSound8K/audio/fold4/24347-8-0-56.wav
UrbanSound8K/audio/fold4/24347-8-0-6.wav
UrbanSound8K/audio/fold4/24347-8-0-64.wav
UrbanSound8K/audio/fold4/24347-8-0-68.wav
UrbanSound8K/audio/fold4/24347-8-0-71.wav
UrbanSound8K/audio/fold4/24347-8-0-78.wav
UrbanSound8K/audio/fold4/24347-8-0-80.wav
UrbanSound8K/audio/fold4/24347-8-0-82.wav
UrbanSound8K/audio/fold4/24347-8-0-84.wav
UrbanSound8K/audio/fold4/24347-8-0-85.wav
UrbanSound8K/audio/fold4/24347-8-0-9.wav
UrbanSound8K/audio/fold4/24347-8-0-93.wav
UrbanSound8K/audio/fold4/24347-8-0-95.wav
UrbanSound8K/audio/fold4/24347-8-0-98.wav
UrbanSound8K/audio/fold4/24347-8-0-99.wav
UrbanSound8K/audio/fold4/24632-6-0-0.wav
UrbanSound8K/audio/fold4/24632-6-1-0.wav
UrbanSound8K/audio/fold4/24652-6-0-0.wav
UrbanSound8K/audio/fold4/26256-3-4-0.wav
UrbanSound8K/audio/fold4/26256-3-5-22.wav
UrbanSound8K/audio/fold4/26256-3-7-36.wav
UrbanSound8K/audio/fold4/29722-4-0-1.wav
UrbanSound8K/audio/fold4/29722-4-0-5.wav
UrbanSound8K/audio/fold4/30832-3-1-0.wav
UrbanSound8K/audio/fold4/30832-3-5-1.wav
UrbanSound8K/audio/fold4/34056-2-0-2.wav
UrbanSound8K/audio/fold4/34056-2-0-22.wav
UrbanSound8K/audio/fold4/34056-2-0-40.wav
UrbanSound8K/audio/fold4/34056-2-0-61.wav
UrbanSound8K/audio/fold4/34056-2-0-80.wav
UrbanSound8K/audio/fold4/344-3-0-0.wav
UrbanSound8K/audio/fold4/344-3-1-0.wav
UrbanSound8K/audio/fold4/344-3-4-0.wav
UrbanSound8K/audio/fold4/344-3-5-0.wav
UrbanSound8K/audio/fold4/34931-3-0-0.wav
UrbanSound8K/audio/fold4/35296-3-0-0.wav
UrbanSound8K/audio/fold4/35296-3-1-0.wav
UrbanSound8K/audio/fold4/35549-9-0-14.wav
UrbanSound8K/audio/fold4/38231-3-0-0.wav
UrbanSound8K/audio/fold4/38231-3-3-0.wav
UrbanSound8K/audio/fold4/39968-9-0-144.wav
UrbanSound8K/audio/fold4/39968-9-0-227.wav
UrbanSound8K/audio/fold4/39968-9-0-81.wav
UrbanSound8K/audio/fold4/41918-3-0-0.wav
UrbanSound8K/audio/fold4/41918-3-0-1.wav
UrbanSound8K/audio/fold4/42954-9-0-12.wav
UrbanSound8K/audio/fold4/42954-9-0-18.wav
UrbanSound8K/audio/fold4/42954-9-0-22.wav
UrbanSound8K/audio/fold4/42954-9-0-5.wav
UrbanSound8K/audio/fold4/47019-2-0-44.wav
UrbanSound8K/audio/fold4/47019-2-0-65.wav
UrbanSound8K/audio/fold4/47019-2-0-66.wav
UrbanSound8K/audio/fold4/47019-2-0-69.wav
UrbanSound8K/audio/fold4/47019-2-0-73.wav
UrbanSound8K/audio/fold4/47926-3-2-0.wav
UrbanSound8K/audio/fold4/47926-3-3-0.wav
UrbanSound8K/audio/fold4/50661-5-0-0.wav
UrbanSound8K/audio/fold4/50661-5-0-1.wav
UrbanSound8K/audio/fold4/50661-5-0-2.wav
UrbanSound8K/audio/fold4/50661-5-0-3.wav
UrbanSound8K/audio/fold4/50661-5-0-4.wav
UrbanSound8K/audio/fold4/50661-5-0-5.wav
UrbanSound8K/audio/fold4/52441-3-0-0.wav
UrbanSound8K/audio/fold4/52441-3-0-8.wav
UrbanSound8K/audio/fold4/54081-9-0-93.wav
UrbanSound8K/audio/fold4/54173-2-0-2.wav
UrbanSound8K/audio/fold4/54173-2-0-4.wav
UrbanSound8K/audio/fold4/54173-2-0-9.wav
UrbanSound8K/audio/fold4/55018-0-0-145.wav
UrbanSound8K/audio/fold4/55018-0-0-148.wav
UrbanSound8K/audio/fold4/55018-0-0-162.wav
UrbanSound8K/audio/fold4/55018-0-0-2.wav
UrbanSound8K/audio/fold4/55018-0-0-26.wav
UrbanSound8K/audio/fold4/55018-0-0-44.wav
UrbanSound8K/audio/fold4/55018-0-0-84.wav
UrbanSound8K/audio/fold4/55018-0-0-87.wav
UrbanSound8K/audio/fold4/55018-0-0-93.wav
UrbanSound8K/audio/fold4/55728-9-0-14.wav
UrbanSound8K/audio/fold4/55728-9-0-28.wav
UrbanSound8K/audio/fold4/55728-9-0-34.wav
UrbanSound8K/audio/fold4/55728-9-0-67.wav
UrbanSound8K/audio/fold4/60608-9-0-4.wav
UrbanSound8K/audio/fold4/61626-9-0-12.wav
UrbanSound8K/audio/fold4/61626-9-0-2.wav
UrbanSound8K/audio/fold4/61626-9-0-7.wav
UrbanSound8K/audio/fold4/61790-9-0-10.wav
UrbanSound8K/audio/fold4/61790-9-0-15.wav
UrbanSound8K/audio/fold4/61790-9-0-16.wav
UrbanSound8K/audio/fold4/62461-0-0-2.wav
UrbanSound8K/audio/fold4/62461-0-0-3.wav
UrbanSound8K/audio/fold4/63932-3-0-1.wav
UrbanSound8K/audio/fold4/63932-3-1-0.wav
UrbanSound8K/audio/fold4/7064-6-0-0.wav
UrbanSound8K/audio/fold4/7064-6-1-0.wav
UrbanSound8K/audio/fold4/7064-6-2-0.wav
UrbanSound8K/audio/fold4/7064-6-3-0.wav
UrbanSound8K/audio/fold4/7064-6-4-0.wav
UrbanSound8K/audio/fold4/72724-3-1-0.wav
UrbanSound8K/audio/fold4/72724-3-2-9.wav
UrbanSound8K/audio/fold4/72829-3-0-0.wav
UrbanSound8K/audio/fold4/72829-3-0-1.wav
UrbanSound8K/audio/fold4/7389-1-0-0.wav
UrbanSound8K/audio/fold4/7389-1-0-1.wav
UrbanSound8K/audio/fold4/7389-1-0-2.wav
UrbanSound8K/audio/fold4/7389-1-0-3.wav
UrbanSound8K/audio/fold4/7389-1-0-7.wav
UrbanSound8K/audio/fold4/99157-9-0-24.wav
UrbanSound8K/audio/fold4/7389-1-2-3.wav
UrbanSound8K/audio/fold4/7389-1-3-0.wav
UrbanSound8K/audio/fold4/99157-9-0-22.wav
UrbanSound8K/audio/fold4/7389-1-3-2.wav
UrbanSound8K/audio/fold4/95404-3-0-5.wav
UrbanSound8K/audio/fold4/99157-9-0-10.wav
UrbanSound8K/audio/fold4/7389-1-3-5.wav
UrbanSound8K/audio/fold4/7389-1-4-0.wav
UrbanSound8K/audio/fold4/7389-1-4-1.wav
UrbanSound8K/audio/fold4/7389-1-4-10.wav
UrbanSound8K/audio/fold4/85544-3-7-0.wav
UrbanSound8K/audio/fold4/94020-8-0-0.wav
UrbanSound8K/audio/fold4/95404-3-0-0.wav
UrbanSound8K/audio/fold4/7389-1-4-14.wav
UrbanSound8K/audio/fold4/7389-1-4-15.wav
UrbanSound8K/audio/fold4/7389-1-4-2.wav
UrbanSound8K/audio/fold4/81068-5-1-0.wav
UrbanSound8K/audio/fold4/85544-3-6-0.wav
UrbanSound8K/audio/fold4/7389-1-4-5.wav
UrbanSound8K/audio/fold4/7389-1-4-6.wav
UrbanSound8K/audio/fold4/7389-1-4-7.wav
UrbanSound8K/audio/fold4/81068-5-0-4.wav
UrbanSound8K/audio/fold4/7389-1-4-9.wav
UrbanSound8K/audio/fold4/74723-3-0-0.wav
UrbanSound8K/audio/fold4/76585-9-0-69.wav
UrbanSound8K/audio/fold4/74723-3-0-2.wav
UrbanSound8K/audio/fold4/76585-9-0-10.wav
UrbanSound8K/audio/fold4/76585-9-0-5.wav
UrbanSound8K/audio/fold4/74950-3-0-0.wav
UrbanSound8K/audio/fold4/74950-3-2-4.wav
UrbanSound8K/audio/fold4/74950-3-2-5.wav
UrbanSound8K/audio/fold4/76568-9-0-13.wav
UrbanSound8K/audio/fold4/76568-9-0-11.wav
UrbanSound8K/audio/fold4/76568-9-0-12.wav
UrbanSound8K/audio/fold5/
UrbanSound8K/audio/fold5/.DS_Store
UrbanSound8K/audio/fold5/100032-3-0-0.wav
UrbanSound8K/audio/fold5/100263-2-0-117.wav
UrbanSound8K/audio/fold5/100263-2-0-121.wav
UrbanSound8K/audio/fold5/100263-2-0-126.wav
UrbanSound8K/audio/fold5/100263-2-0-137.wav
UrbanSound8K/audio/fold5/100263-2-0-143.wav
UrbanSound8K/audio/fold5/100263-2-0-161.wav
UrbanSound8K/audio/fold5/100263-2-0-3.wav
UrbanSound8K/audio/fold5/100263-2-0-36.wav
UrbanSound8K/audio/fold5/100852-0-0-0.wav
UrbanSound8K/audio/fold5/100852-0-0-1.wav
UrbanSound8K/audio/fold5/100852-0-0-10.wav
UrbanSound8K/audio/fold5/100852-0-0-11.wav
UrbanSound8K/audio/fold5/100852-0-0-12.wav
UrbanSound8K/audio/fold5/100852-0-0-13.wav
UrbanSound8K/audio/fold5/100852-0-0-14.wav
UrbanSound8K/audio/fold5/100852-0-0-15.wav
UrbanSound8K/audio/fold5/100852-0-0-16.wav
UrbanSound8K/audio/fold5/100852-0-0-17.wav
UrbanSound8K/audio/fold5/100852-0-0-18.wav
UrbanSound8K/audio/fold5/100852-0-0-19.wav
UrbanSound8K/audio/fold5/100852-0-0-2.wav
UrbanSound8K/audio/fold5/100852-0-0-20.wav
UrbanSound8K/audio/fold5/100852-0-0-21.wav
UrbanSound8K/audio/fold5/100852-0-0-22.wav
UrbanSound8K/audio/fold5/100852-0-0-23.wav
UrbanSound8K/audio/fold5/100852-0-0-24.wav
UrbanSound8K/audio/fold5/100852-0-0-25.wav
UrbanSound8K/audio/fold5/100852-0-0-26.wav
UrbanSound8K/audio/fold5/100852-0-0-27.wav
UrbanSound8K/audio/fold5/100852-0-0-28.wav
UrbanSound8K/audio/fold5/100852-0-0-29.wav
UrbanSound8K/audio/fold5/100852-0-0-3.wav
UrbanSound8K/audio/fold5/100852-0-0-30.wav
UrbanSound8K/audio/fold5/100852-0-0-4.wav
UrbanSound8K/audio/fold5/100852-0-0-5.wav
UrbanSound8K/audio/fold5/100852-0-0-6.wav
UrbanSound8K/audio/fold5/100852-0-0-7.wav
UrbanSound8K/audio/fold5/100852-0-0-8.wav
UrbanSound8K/audio/fold5/100852-0-0-9.wav
UrbanSound8K/audio/fold5/102547-3-0-2.wav
UrbanSound8K/audio/fold5/102547-3-0-7.wav
UrbanSound8K/audio/fold5/102547-3-0-8.wav
UrbanSound8K/audio/fold5/104421-2-0-1.wav
UrbanSound8K/audio/fold5/104421-2-0-15.wav
UrbanSound8K/audio/fold5/104421-2-0-20.wav
UrbanSound8K/audio/fold5/104421-2-0-29.wav
UrbanSound8K/audio/fold5/104421-2-0-3.wav
UrbanSound8K/audio/fold5/104421-2-0-5.wav
UrbanSound8K/audio/fold5/104421-2-0-7.wav
UrbanSound8K/audio/fold5/104421-2-1-3.wav
UrbanSound8K/audio/fold5/104998-7-0-5.wav
UrbanSound8K/audio/fold5/104998-7-10-1.wav
UrbanSound8K/audio/fold5/104998-7-10-10.wav
UrbanSound8K/audio/fold5/104998-7-10-13.wav
UrbanSound8K/audio/fold5/104998-7-10-15.wav
UrbanSound8K/audio/fold5/104998-7-10-8.wav
UrbanSound8K/audio/fold5/104998-7-10-9.wav
UrbanSound8K/audio/fold5/104998-7-11-0.wav
UrbanSound8K/audio/fold5/104998-7-11-2.wav
UrbanSound8K/audio/fold5/104998-7-12-2.wav
UrbanSound8K/audio/fold5/104998-7-14-1.wav
UrbanSound8K/audio/fold5/104998-7-14-5.wav
UrbanSound8K/audio/fold5/104998-7-14-6.wav
UrbanSound8K/audio/fold5/104998-7-15-1.wav
UrbanSound8K/audio/fold5/104998-7-15-3.wav
UrbanSound8K/audio/fold5/104998-7-15-5.wav
UrbanSound8K/audio/fold5/104998-7-15-9.wav
UrbanSound8K/audio/fold5/104998-7-16-0.wav
UrbanSound8K/audio/fold5/104998-7-16-10.wav
UrbanSound8K/audio/fold5/104998-7-16-11.wav
UrbanSound8K/audio/fold5/104998-7-16-5.wav
UrbanSound8K/audio/fold5/104998-7-16-6.wav
UrbanSound8K/audio/fold5/104998-7-16-7.wav
UrbanSound8K/audio/fold5/104998-7-17-0.wav
UrbanSound8K/audio/fold5/104998-7-17-1.wav
UrbanSound8K/audio/fold5/104998-7-17-12.wav
UrbanSound8K/audio/fold5/104998-7-17-14.wav
UrbanSound8K/audio/fold5/104998-7-17-4.wav
UrbanSound8K/audio/fold5/104998-7-17-7.wav
UrbanSound8K/audio/fold5/104998-7-17-8.wav
UrbanSound8K/audio/fold5/104998-7-18-12.wav
UrbanSound8K/audio/fold5/104998-7-18-13.wav
UrbanSound8K/audio/fold5/104998-7-18-3.wav
UrbanSound8K/audio/fold5/104998-7-18-9.wav
UrbanSound8K/audio/fold5/104998-7-19-0.wav
UrbanSound8K/audio/fold5/104998-7-19-3.wav
UrbanSound8K/audio/fold5/104998-7-19-6.wav
UrbanSound8K/audio/fold5/104998-7-19-7.wav
UrbanSound8K/audio/fold5/104998-7-19-8.wav
UrbanSound8K/audio/fold5/104998-7-19-9.wav
UrbanSound8K/audio/fold5/104998-7-2-4.wav
UrbanSound8K/audio/fold5/104998-7-2-5.wav
UrbanSound8K/audio/fold5/104998-7-2-6.wav
UrbanSound8K/audio/fold5/104998-7-3-1.wav
UrbanSound8K/audio/fold5/104998-7-7-0.wav
UrbanSound8K/audio/fold5/104998-7-7-1.wav
UrbanSound8K/audio/fold5/104998-7-7-4.wav
UrbanSound8K/audio/fold5/104998-7-7-7.wav
UrbanSound8K/audio/fold5/104998-7-7-9.wav
UrbanSound8K/audio/fold5/104998-7-8-13.wav
UrbanSound8K/audio/fold5/104998-7-8-14.wav
UrbanSound8K/audio/fold5/104998-7-8-15.wav
UrbanSound8K/audio/fold5/104998-7-8-17.wav
UrbanSound8K/audio/fold5/104998-7-8-4.wav
UrbanSound8K/audio/fold5/104998-7-8-6.wav
UrbanSound8K/audio/fold5/104998-7-8-7.wav
UrbanSound8K/audio/fold5/104998-7-9-0.wav
UrbanSound8K/audio/fold5/104998-7-9-13.wav
UrbanSound8K/audio/fold5/104998-7-9-9.wav
UrbanSound8K/audio/fold5/105425-9-0-1.wav
UrbanSound8K/audio/fold5/105425-9-0-10.wav
UrbanSound8K/audio/fold5/105425-9-0-12.wav
UrbanSound8K/audio/fold5/105425-9-0-13.wav
UrbanSound8K/audio/fold5/105425-9-0-14.wav
UrbanSound8K/audio/fold5/105425-9-0-23.wav
UrbanSound8K/audio/fold5/106487-5-0-0.wav
UrbanSound8K/audio/fold5/106487-5-0-1.wav
UrbanSound8K/audio/fold5/106487-5-0-2.wav
UrbanSound8K/audio/fold5/108357-9-0-15.wav
UrbanSound8K/audio/fold5/108357-9-0-2.wav
UrbanSound8K/audio/fold5/108357-9-0-27.wav
UrbanSound8K/audio/fold5/108357-9-0-30.wav
UrbanSound8K/audio/fold5/108357-9-0-44.wav
UrbanSound8K/audio/fold5/108357-9-0-49.wav
UrbanSound8K/audio/fold5/109263-9-0-34.wav
UrbanSound8K/audio/fold5/109263-9-0-39.wav
UrbanSound8K/audio/fold5/109263-9-0-54.wav
UrbanSound8K/audio/fold5/109263-9-0-61.wav
UrbanSound8K/audio/fold5/109263-9-0-78.wav
UrbanSound8K/audio/fold5/110371-3-0-1.wav
UrbanSound8K/audio/fold5/110371-3-1-0.wav
UrbanSound8K/audio/fold5/110371-3-1-1.wav
UrbanSound8K/audio/fold5/111671-8-0-0.wav
UrbanSound8K/audio/fold5/111671-8-0-1.wav
UrbanSound8K/audio/fold5/111671-8-0-10.wav
UrbanSound8K/audio/fold5/111671-8-0-11.wav
UrbanSound8K/audio/fold5/111671-8-0-12.wav
UrbanSound8K/audio/fold5/111671-8-0-13.wav
UrbanSound8K/audio/fold5/111671-8-0-14.wav
UrbanSound8K/audio/fold5/111671-8-0-15.wav
UrbanSound8K/audio/fold5/111671-8-0-16.wav
UrbanSound8K/audio/fold5/111671-8-0-17.wav
UrbanSound8K/audio/fold5/111671-8-0-18.wav
UrbanSound8K/audio/fold5/111671-8-0-19.wav
UrbanSound8K/audio/fold5/111671-8-0-2.wav
UrbanSound8K/audio/fold5/111671-8-0-20.wav
UrbanSound8K/audio/fold5/111671-8-0-21.wav
UrbanSound8K/audio/fold5/111671-8-0-22.wav
UrbanSound8K/audio/fold5/111671-8-0-3.wav
UrbanSound8K/audio/fold5/111671-8-0-4.wav
UrbanSound8K/audio/fold5/111671-8-0-5.wav
UrbanSound8K/audio/fold5/111671-8-0-6.wav
UrbanSound8K/audio/fold5/111671-8-0-7.wav
UrbanSound8K/audio/fold5/111671-8-0-8.wav
UrbanSound8K/audio/fold5/111671-8-0-9.wav
UrbanSound8K/audio/fold5/113601-9-0-22.wav
UrbanSound8K/audio/fold5/113601-9-0-3.wav
UrbanSound8K/audio/fold5/113601-9-0-33.wav
UrbanSound8K/audio/fold5/113601-9-0-34.wav
UrbanSound8K/audio/fold5/113601-9-0-35.wav
UrbanSound8K/audio/fold5/113601-9-0-42.wav
UrbanSound8K/audio/fold5/115239-9-0-0.wav
UrbanSound8K/audio/fold5/115239-9-0-1.wav
UrbanSound8K/audio/fold5/115239-9-0-2.wav
UrbanSound8K/audio/fold5/115239-9-0-3.wav
UrbanSound8K/audio/fold5/115239-9-0-4.wav
UrbanSound8K/audio/fold5/115239-9-0-5.wav
UrbanSound8K/audio/fold5/116163-3-0-0.wav
UrbanSound8K/audio/fold5/116163-3-1-0.wav
UrbanSound8K/audio/fold5/116163-3-2-0.wav
UrbanSound8K/audio/fold5/118440-4-0-0.wav
UrbanSound8K/audio/fold5/118440-4-1-0.wav
UrbanSound8K/audio/fold5/118440-4-2-0.wav
UrbanSound8K/audio/fold5/118440-4-3-0.wav
UrbanSound8K/audio/fold5/118440-4-4-0.wav
UrbanSound8K/audio/fold5/118440-4-5-0.wav
UrbanSound8K/audio/fold5/118440-4-6-0.wav
UrbanSound8K/audio/fold5/118440-4-7-0.wav
UrbanSound8K/audio/fold5/118440-4-8-0.wav
UrbanSound8K/audio/fold5/121286-0-0-0.wav
UrbanSound8K/audio/fold5/121286-0-0-1.wav
UrbanSound8K/audio/fold5/121286-0-0-10.wav
UrbanSound8K/audio/fold5/121286-0-0-11.wav
UrbanSound8K/audio/fold5/121286-0-0-12.wav
UrbanSound8K/audio/fold5/121286-0-0-13.wav
UrbanSound8K/audio/fold5/121286-0-0-14.wav
UrbanSound8K/audio/fold5/121286-0-0-15.wav
UrbanSound8K/audio/fold5/121286-0-0-2.wav
UrbanSound8K/audio/fold5/121286-0-0-3.wav
UrbanSound8K/audio/fold5/121286-0-0-4.wav
UrbanSound8K/audio/fold5/121286-0-0-5.wav
UrbanSound8K/audio/fold5/121286-0-0-6.wav
UrbanSound8K/audio/fold5/121286-0-0-7.wav
UrbanSound8K/audio/fold5/121286-0-0-8.wav
UrbanSound8K/audio/fold5/121286-0-0-9.wav
UrbanSound8K/audio/fold5/121299-1-0-0.wav
UrbanSound8K/audio/fold5/126521-3-0-12.wav
UrbanSound8K/audio/fold5/126521-3-0-17.wav
UrbanSound8K/audio/fold5/126521-3-0-18.wav
UrbanSound8K/audio/fold5/126521-3-0-2.wav
UrbanSound8K/audio/fold5/128152-9-0-10.wav
UrbanSound8K/audio/fold5/128152-9-0-126.wav
UrbanSound8K/audio/fold5/128152-9-0-167.wav
UrbanSound8K/audio/fold5/128152-9-0-48.wav
UrbanSound8K/audio/fold5/128152-9-0-49.wav
UrbanSound8K/audio/fold5/128152-9-0-67.wav
UrbanSound8K/audio/fold5/131199-3-0-0.wav
UrbanSound8K/audio/fold5/13577-3-0-0.wav
UrbanSound8K/audio/fold5/13577-3-0-2.wav
UrbanSound8K/audio/fold5/13577-3-5-0.wav
UrbanSound8K/audio/fold5/139665-9-0-19.wav
UrbanSound8K/audio/fold5/139665-9-0-23.wav
UrbanSound8K/audio/fold5/139665-9-0-25.wav
UrbanSound8K/audio/fold5/139665-9-0-32.wav
UrbanSound8K/audio/fold5/139665-9-0-8.wav
UrbanSound8K/audio/fold5/139665-9-0-9.wav
UrbanSound8K/audio/fold5/139948-3-0-0.wav
UrbanSound8K/audio/fold5/139948-3-1-0.wav
UrbanSound8K/audio/fold5/139948-3-2-0.wav
UrbanSound8K/audio/fold5/139948-3-4-0.wav
UrbanSound8K/audio/fold5/145609-6-0-0.wav
UrbanSound8K/audio/fold5/145609-6-1-0.wav
UrbanSound8K/audio/fold5/145611-6-0-0.wav
UrbanSound8K/audio/fold5/145611-6-1-0.wav
UrbanSound8K/audio/fold5/145611-6-2-0.wav
UrbanSound8K/audio/fold5/145611-6-3-0.wav
UrbanSound8K/audio/fold5/145611-6-4-0.wav
UrbanSound8K/audio/fold5/148841-6-0-0.wav
UrbanSound8K/audio/fold5/148841-6-1-0.wav
UrbanSound8K/audio/fold5/148841-6-2-0.wav
UrbanSound8K/audio/fold5/155243-9-0-18.wav
UrbanSound8K/audio/fold5/155243-9-0-24.wav
UrbanSound8K/audio/fold5/155243-9-0-32.wav
UrbanSound8K/audio/fold5/155243-9-0-42.wav
UrbanSound8K/audio/fold5/155243-9-0-53.wav
UrbanSound8K/audio/fold5/155243-9-0-55.wav
UrbanSound8K/audio/fold5/156634-5-0-0.wav
UrbanSound8K/audio/fold5/156634-5-0-1.wav
UrbanSound8K/audio/fold5/156634-5-0-10.wav
UrbanSound8K/audio/fold5/156634-5-0-11.wav
UrbanSound8K/audio/fold5/156634-5-0-12.wav
UrbanSound8K/audio/fold5/156634-5-0-2.wav
UrbanSound8K/audio/fold5/156634-5-0-3.wav
UrbanSound8K/audio/fold5/156634-5-0-4.wav
UrbanSound8K/audio/fold5/156634-5-0-5.wav
UrbanSound8K/audio/fold5/156634-5-0-6.wav
UrbanSound8K/audio/fold5/156634-5-0-7.wav
UrbanSound8K/audio/fold5/156634-5-0-8.wav
UrbanSound8K/audio/fold5/156634-5-0-9.wav
UrbanSound8K/audio/fold5/156634-5-1-0.wav
UrbanSound8K/audio/fold5/156634-5-2-0.wav
UrbanSound8K/audio/fold5/156634-5-2-1.wav
UrbanSound8K/audio/fold5/156634-5-2-2.wav
UrbanSound8K/audio/fold5/156634-5-2-3.wav
UrbanSound8K/audio/fold5/156634-5-2-4.wav
UrbanSound8K/audio/fold5/156634-5-2-5.wav
UrbanSound8K/audio/fold5/156634-5-2-6.wav
UrbanSound8K/audio/fold5/156634-5-2-7.wav
UrbanSound8K/audio/fold5/156634-5-2-8.wav
UrbanSound8K/audio/fold5/156869-8-0-0.wav
UrbanSound8K/audio/fold5/156869-8-0-1.wav
UrbanSound8K/audio/fold5/156869-8-0-10.wav
UrbanSound8K/audio/fold5/156869-8-0-11.wav
UrbanSound8K/audio/fold5/156869-8-0-2.wav
UrbanSound8K/audio/fold5/156869-8-0-3.wav
UrbanSound8K/audio/fold5/156869-8-0-4.wav
UrbanSound8K/audio/fold5/156869-8-0-5.wav
UrbanSound8K/audio/fold5/156869-8-0-6.wav
UrbanSound8K/audio/fold5/156869-8-0-7.wav
UrbanSound8K/audio/fold5/156869-8-0-8.wav
UrbanSound8K/audio/fold5/156869-8-0-9.wav
UrbanSound8K/audio/fold5/157648-8-0-0.wav
UrbanSound8K/audio/fold5/159439-2-0-0.wav
UrbanSound8K/audio/fold5/159439-2-0-10.wav
UrbanSound8K/audio/fold5/159439-2-0-11.wav
UrbanSound8K/audio/fold5/159439-2-0-19.wav
UrbanSound8K/audio/fold5/159439-2-0-21.wav
UrbanSound8K/audio/fold5/159439-2-0-29.wav
UrbanSound8K/audio/fold5/159439-2-0-30.wav
UrbanSound8K/audio/fold5/159701-6-0-0.wav
UrbanSound8K/audio/fold5/159701-6-1-0.wav
UrbanSound8K/audio/fold5/159701-6-2-0.wav
UrbanSound8K/audio/fold5/159701-6-3-0.wav
UrbanSound8K/audio/fold5/159701-6-4-0.wav
UrbanSound8K/audio/fold5/159701-6-5-0.wav
UrbanSound8K/audio/fold5/159701-6-6-0.wav
UrbanSound8K/audio/fold5/159703-6-0-0.wav
UrbanSound8K/audio/fold5/159754-8-0-0.wav
UrbanSound8K/audio/fold5/159754-8-1-0.wav
UrbanSound8K/audio/fold5/159754-8-2-0.wav
UrbanSound8K/audio/fold5/159754-8-3-0.wav
UrbanSound8K/audio/fold5/159754-8-4-0.wav
UrbanSound8K/audio/fold5/160010-2-0-19.wav
UrbanSound8K/audio/fold5/160010-2-0-21.wav
UrbanSound8K/audio/fold5/160010-2-0-30.wav
UrbanSound8K/audio/fold5/160010-2-0-32.wav
UrbanSound8K/audio/fold5/160010-2-0-33.wav
UrbanSound8K/audio/fold5/160010-2-0-37.wav
UrbanSound8K/audio/fold5/160010-2-0-38.wav
UrbanSound8K/audio/fold5/160010-2-0-49.wav
UrbanSound8K/audio/fold5/162318-2-0-17.wav
UrbanSound8K/audio/fold5/162318-2-0-25.wav
UrbanSound8K/audio/fold5/162318-2-0-34.wav
UrbanSound8K/audio/fold5/162318-2-0-38.wav
UrbanSound8K/audio/fold5/162318-2-0-39.wav
UrbanSound8K/audio/fold5/162318-2-0-40.wav
UrbanSound8K/audio/fold5/162318-2-0-55.wav
UrbanSound8K/audio/fold5/162318-2-0-7.wav
UrbanSound8K/audio/fold5/162432-6-0-0.wav
UrbanSound8K/audio/fold5/162432-6-1-0.wav
UrbanSound8K/audio/fold5/162432-6-10-0.wav
UrbanSound8K/audio/fold5/162432-6-11-0.wav
UrbanSound8K/audio/fold5/162432-6-12-0.wav
UrbanSound8K/audio/fold5/162432-6-13-0.wav
UrbanSound8K/audio/fold5/162432-6-14-0.wav
UrbanSound8K/audio/fold5/162432-6-2-0.wav
UrbanSound8K/audio/fold5/162432-6-3-0.wav
UrbanSound8K/audio/fold5/162432-6-4-0.wav
UrbanSound8K/audio/fold5/162432-6-5-0.wav
UrbanSound8K/audio/fold5/162432-6-6-0.wav
UrbanSound8K/audio/fold5/162432-6-7-0.wav
UrbanSound8K/audio/fold5/162432-6-8-0.wav
UrbanSound8K/audio/fold5/162432-6-9-0.wav
UrbanSound8K/audio/fold5/164344-9-0-0.wav
UrbanSound8K/audio/fold5/164344-9-0-26.wav
UrbanSound8K/audio/fold5/164344-9-0-38.wav
UrbanSound8K/audio/fold5/164344-9-0-39.wav
UrbanSound8K/audio/fold5/164344-9-0-40.wav
UrbanSound8K/audio/fold5/164344-9-0-44.wav
UrbanSound8K/audio/fold5/164667-6-0-0.wav
UrbanSound8K/audio/fold5/164782-8-0-0.wav
UrbanSound8K/audio/fold5/164782-8-0-1.wav
UrbanSound8K/audio/fold5/164782-8-0-2.wav
UrbanSound8K/audio/fold5/164782-8-0-3.wav
UrbanSound8K/audio/fold5/164782-8-0-4.wav
UrbanSound8K/audio/fold5/164782-8-0-5.wav
UrbanSound8K/audio/fold5/164782-8-0-6.wav
UrbanSound8K/audio/fold5/164782-8-0-7.wav
UrbanSound8K/audio/fold5/165774-7-0-0.wav
UrbanSound8K/audio/fold5/165774-7-1-0.wav
UrbanSound8K/audio/fold5/165774-7-2-0.wav
UrbanSound8K/audio/fold5/165774-7-3-0.wav
UrbanSound8K/audio/fold5/165774-7-4-0.wav
UrbanSound8K/audio/fold5/165774-7-5-0.wav
UrbanSound8K/audio/fold5/165774-7-6-0.wav
UrbanSound8K/audio/fold5/165774-7-7-0.wav
UrbanSound8K/audio/fold5/165774-7-8-0.wav
UrbanSound8K/audio/fold5/170245-0-0-0.wav
UrbanSound8K/audio/fold5/171388-9-0-202.wav
UrbanSound8K/audio/fold5/171388-9-0-225.wav
UrbanSound8K/audio/fold5/171388-9-0-246.wav
UrbanSound8K/audio/fold5/171388-9-0-253.wav
UrbanSound8K/audio/fold5/171388-9-0-43.wav
UrbanSound8K/audio/fold5/171388-9-0-88.wav
UrbanSound8K/audio/fold5/172460-9-0-100.wav
UrbanSound8K/audio/fold5/172460-9-0-101.wav
UrbanSound8K/audio/fold5/172460-9-0-24.wav
UrbanSound8K/audio/fold5/172460-9-0-31.wav
UrbanSound8K/audio/fold5/172460-9-0-91.wav
UrbanSound8K/audio/fold5/172460-9-0-94.wav
UrbanSound8K/audio/fold5/173993-3-0-25.wav
UrbanSound8K/audio/fold5/173993-3-0-39.wav
UrbanSound8K/audio/fold5/173993-3-0-51.wav
UrbanSound8K/audio/fold5/173993-3-0-52.wav
UrbanSound8K/audio/fold5/17578-5-0-0.wav
UrbanSound8K/audio/fold5/17578-5-0-1.wav
UrbanSound8K/audio/fold5/17578-5-0-10.wav
UrbanSound8K/audio/fold5/17578-5-0-11.wav
UrbanSound8K/audio/fold5/17578-5-0-12.wav
UrbanSound8K/audio/fold5/17578-5-0-14.wav
UrbanSound8K/audio/fold5/17578-5-0-15.wav
UrbanSound8K/audio/fold5/17578-5-0-16.wav
UrbanSound8K/audio/fold5/17578-5-0-18.wav
UrbanSound8K/audio/fold5/17578-5-0-2.wav
UrbanSound8K/audio/fold5/17578-5-0-21.wav
UrbanSound8K/audio/fold5/17578-5-0-22.wav
UrbanSound8K/audio/fold5/17578-5-0-23.wav
UrbanSound8K/audio/fold5/17578-5-0-24.wav
UrbanSound8K/audio/fold5/17578-5-0-25.wav
UrbanSound8K/audio/fold5/17578-5-0-26.wav
UrbanSound8K/audio/fold5/17578-5-0-27.wav
UrbanSound8K/audio/fold5/17578-5-0-28.wav
UrbanSound8K/audio/fold5/17578-5-0-29.wav
UrbanSound8K/audio/fold5/17578-5-0-3.wav
UrbanSound8K/audio/fold5/17578-5-0-30.wav
UrbanSound8K/audio/fold5/17578-5-0-31.wav
UrbanSound8K/audio/fold5/17578-5-0-32.wav
UrbanSound8K/audio/fold5/17578-5-0-33.wav
UrbanSound8K/audio/fold5/17578-5-0-34.wav
UrbanSound8K/audio/fold5/17578-5-0-35.wav
UrbanSound8K/audio/fold5/17578-5-0-4.wav
UrbanSound8K/audio/fold5/17578-5-0-5.wav
UrbanSound8K/audio/fold5/17578-5-0-6.wav
UrbanSound8K/audio/fold5/17578-5-0-7.wav
UrbanSound8K/audio/fold5/17578-5-0-8.wav
UrbanSound8K/audio/fold5/17578-5-0-9.wav
UrbanSound8K/audio/fold5/175849-1-0-0.wav
UrbanSound8K/audio/fold5/178099-9-0-0.wav
UrbanSound8K/audio/fold5/178099-9-0-1.wav
UrbanSound8K/audio/fold5/178099-9-0-10.wav
UrbanSound8K/audio/fold5/178099-9-0-12.wav
UrbanSound8K/audio/fold5/178099-9-0-6.wav
UrbanSound8K/audio/fold5/178099-9-0-7.wav
UrbanSound8K/audio/fold5/178260-7-0-0.wav
UrbanSound8K/audio/fold5/178260-7-1-0.wav
UrbanSound8K/audio/fold5/178260-7-1-1.wav
UrbanSound8K/audio/fold5/178260-7-1-10.wav
UrbanSound8K/audio/fold5/178260-7-1-2.wav
UrbanSound8K/audio/fold5/178260-7-1-3.wav
UrbanSound8K/audio/fold5/178260-7-1-4.wav
UrbanSound8K/audio/fold5/178260-7-1-5.wav
UrbanSound8K/audio/fold5/178260-7-1-6.wav
UrbanSound8K/audio/fold5/178260-7-1-7.wav
UrbanSound8K/audio/fold5/178260-7-1-8.wav
UrbanSound8K/audio/fold5/178260-7-1-9.wav
UrbanSound8K/audio/fold5/178260-7-2-0.wav
UrbanSound8K/audio/fold5/178260-7-2-1.wav
UrbanSound8K/audio/fold5/178260-7-2-2.wav
UrbanSound8K/audio/fold5/178260-7-3-0.wav
UrbanSound8K/audio/fold5/178260-7-3-1.wav
UrbanSound8K/audio/fold5/178260-7-3-10.wav
UrbanSound8K/audio/fold5/178260-7-3-11.wav
UrbanSound8K/audio/fold5/178260-7-3-12.wav
UrbanSound8K/audio/fold5/178260-7-3-2.wav
UrbanSound8K/audio/fold5/178260-7-3-3.wav
UrbanSound8K/audio/fold5/178260-7-3-4.wav
UrbanSound8K/audio/fold5/178260-7-3-5.wav
UrbanSound8K/audio/fold5/178260-7-3-6.wav
UrbanSound8K/audio/fold5/178260-7-3-7.wav
UrbanSound8K/audio/fold5/178260-7-3-8.wav
UrbanSound8K/audio/fold5/178260-7-3-9.wav
UrbanSound8K/audio/fold5/178260-7-4-0.wav
UrbanSound8K/audio/fold5/178260-7-4-1.wav
UrbanSound8K/audio/fold5/178260-7-5-0.wav
UrbanSound8K/audio/fold5/178260-7-6-0.wav
UrbanSound8K/audio/fold5/178260-7-7-0.wav
UrbanSound8K/audio/fold5/178497-3-0-1.wav
UrbanSound8K/audio/fold5/178497-3-0-3.wav
UrbanSound8K/audio/fold5/178497-3-0-4.wav
UrbanSound8K/audio/fold5/178497-3-0-6.wav
UrbanSound8K/audio/fold5/178686-0-0-1.wav
UrbanSound8K/audio/fold5/178686-0-0-11.wav
UrbanSound8K/audio/fold5/178686-0-0-12.wav
UrbanSound8K/audio/fold5/178686-0-0-14.wav
UrbanSound8K/audio/fold5/178686-0-0-15.wav
UrbanSound8K/audio/fold5/178686-0-0-16.wav
UrbanSound8K/audio/fold5/178686-0-0-17.wav
UrbanSound8K/audio/fold5/178686-0-0-18.wav
UrbanSound8K/audio/fold5/178686-0-0-19.wav
UrbanSound8K/audio/fold5/178686-0-0-2.wav
UrbanSound8K/audio/fold5/178686-0-0-21.wav
UrbanSound8K/audio/fold5/178686-0-0-23.wav
UrbanSound8K/audio/fold5/178686-0-0-3.wav
UrbanSound8K/audio/fold5/178686-0-0-31.wav
UrbanSound8K/audio/fold5/178686-0-0-33.wav
UrbanSound8K/audio/fold5/178686-0-0-34.wav
UrbanSound8K/audio/fold5/178686-0-0-38.wav
UrbanSound8K/audio/fold5/178686-0-0-39.wav
UrbanSound8K/audio/fold5/178686-0-0-42.wav
UrbanSound8K/audio/fold5/178686-0-0-43.wav
UrbanSound8K/audio/fold5/178686-0-0-44.wav
UrbanSound8K/audio/fold5/178686-0-0-45.wav
UrbanSound8K/audio/fold5/178686-0-0-46.wav
UrbanSound8K/audio/fold5/178686-0-0-53.wav
UrbanSound8K/audio/fold5/178686-0-0-55.wav
UrbanSound8K/audio/fold5/178686-0-0-57.wav
UrbanSound8K/audio/fold5/178686-0-0-6.wav
UrbanSound8K/audio/fold5/178686-0-0-60.wav
UrbanSound8K/audio/fold5/178686-0-0-63.wav
UrbanSound8K/audio/fold5/178686-0-0-64.wav
UrbanSound8K/audio/fold5/178686-0-0-65.wav
UrbanSound8K/audio/fold5/178686-0-0-66.wav
UrbanSound8K/audio/fold5/178686-0-0-67.wav
UrbanSound8K/audio/fold5/178686-0-0-68.wav
UrbanSound8K/audio/fold5/178686-0-0-7.wav
UrbanSound8K/audio/fold5/178686-0-0-72.wav
UrbanSound8K/audio/fold5/178686-0-0-8.wav
UrbanSound8K/audio/fold5/178686-0-0-9.wav
UrbanSound8K/audio/fold5/178825-2-0-4.wav
UrbanSound8K/audio/fold5/178825-2-0-53.wav
UrbanSound8K/audio/fold5/178825-2-0-62.wav
UrbanSound8K/audio/fold5/178825-2-0-70.wav
UrbanSound8K/audio/fold5/178825-2-0-74.wav
UrbanSound8K/audio/fold5/178825-2-0-9.wav
UrbanSound8K/audio/fold5/178825-2-0-95.wav
UrbanSound8K/audio/fold5/179861-1-0-0.wav
UrbanSound8K/audio/fold5/180052-3-0-0.wav
UrbanSound8K/audio/fold5/180052-3-0-1.wav
UrbanSound8K/audio/fold5/180052-3-0-3.wav
UrbanSound8K/audio/fold5/180052-3-0-4.wav
UrbanSound8K/audio/fold5/180125-4-0-16.wav
UrbanSound8K/audio/fold5/180125-4-0-17.wav
UrbanSound8K/audio/fold5/180125-4-1-3.wav
UrbanSound8K/audio/fold5/180125-4-1-5.wav
UrbanSound8K/audio/fold5/180125-4-1-7.wav
UrbanSound8K/audio/fold5/180125-4-1-8.wav
UrbanSound8K/audio/fold5/180125-4-2-1.wav
UrbanSound8K/audio/fold5/180125-4-2-13.wav
UrbanSound8K/audio/fold5/180125-4-2-14.wav
UrbanSound8K/audio/fold5/180125-4-2-15.wav
UrbanSound8K/audio/fold5/180125-4-2-17.wav
UrbanSound8K/audio/fold5/180125-4-3-0.wav
UrbanSound8K/audio/fold5/180125-4-3-1.wav
UrbanSound8K/audio/fold5/180125-4-3-10.wav
UrbanSound8K/audio/fold5/180125-4-3-2.wav
UrbanSound8K/audio/fold5/180125-4-3-22.wav
UrbanSound8K/audio/fold5/180125-4-3-24.wav
UrbanSound8K/audio/fold5/180125-4-3-4.wav
UrbanSound8K/audio/fold5/180128-4-0-0.wav
UrbanSound8K/audio/fold5/180128-4-11-0.wav
UrbanSound8K/audio/fold5/180128-4-11-1.wav
UrbanSound8K/audio/fold5/180128-4-12-0.wav
UrbanSound8K/audio/fold5/180128-4-13-0.wav
UrbanSound8K/audio/fold5/180128-4-14-0.wav
UrbanSound8K/audio/fold5/180128-4-16-1.wav
UrbanSound8K/audio/fold5/180128-4-17-0.wav
UrbanSound8K/audio/fold5/180128-4-4-0.wav
UrbanSound8K/audio/fold5/180128-4-5-0.wav
UrbanSound8K/audio/fold5/180128-4-6-0.wav
UrbanSound8K/audio/fold5/180128-4-6-1.wav
UrbanSound8K/audio/fold5/180128-4-6-2.wav
UrbanSound8K/audio/fold5/180128-4-7-0.wav
UrbanSound8K/audio/fold5/180128-4-7-2.wav
UrbanSound8K/audio/fold5/180128-4-7-3.wav
UrbanSound8K/audio/fold5/180128-4-7-4.wav
UrbanSound8K/audio/fold5/180128-4-7-5.wav
UrbanSound8K/audio/fold5/180128-4-9-0.wav
UrbanSound8K/audio/fold5/181725-3-0-16.wav
UrbanSound8K/audio/fold5/181725-3-0-22.wav
UrbanSound8K/audio/fold5/181725-3-0-37.wav
UrbanSound8K/audio/fold5/185436-1-0-0.wav
UrbanSound8K/audio/fold5/185436-1-1-0.wav
UrbanSound8K/audio/fold5/185436-1-2-0.wav
UrbanSound8K/audio/fold5/185436-1-3-0.wav
UrbanSound8K/audio/fold5/185436-1-4-0.wav
UrbanSound8K/audio/fold5/185436-1-5-0.wav
UrbanSound8K/audio/fold5/185436-1-6-0.wav
UrbanSound8K/audio/fold5/185436-1-7-0.wav
UrbanSound8K/audio/fold5/187920-7-0-0.wav
UrbanSound8K/audio/fold5/187920-7-1-0.wav
UrbanSound8K/audio/fold5/187920-7-1-1.wav
UrbanSound8K/audio/fold5/187920-7-1-2.wav
UrbanSound8K/audio/fold5/187920-7-2-0.wav
UrbanSound8K/audio/fold5/189895-3-0-0.wav
UrbanSound8K/audio/fold5/19007-4-0-0.wav
UrbanSound8K/audio/fold5/190893-2-0-10.wav
UrbanSound8K/audio/fold5/190893-2-0-11.wav
UrbanSound8K/audio/fold5/190893-2-0-12.wav
UrbanSound8K/audio/fold5/190893-2-0-21.wav
UrbanSound8K/audio/fold5/190893-2-0-23.wav
UrbanSound8K/audio/fold5/190893-2-0-27.wav
UrbanSound8K/audio/fold5/190893-2-0-28.wav
UrbanSound8K/audio/fold5/190893-2-0-7.wav
UrbanSound8K/audio/fold5/191382-3-0-0.wav
UrbanSound8K/audio/fold5/191382-3-0-5.wav
UrbanSound8K/audio/fold5/191382-3-1-0.wav
UrbanSound8K/audio/fold5/191382-3-1-1.wav
UrbanSound8K/audio/fold5/191449-6-0-0.wav
UrbanSound8K/audio/fold5/194910-9-0-108.wav
UrbanSound8K/audio/fold5/194910-9-0-26.wav
UrbanSound8K/audio/fold5/194910-9-0-5.wav
UrbanSound8K/audio/fold5/194910-9-0-63.wav
UrbanSound8K/audio/fold5/194910-9-0-65.wav
UrbanSound8K/audio/fold5/19503-3-0-0.wav
UrbanSound8K/audio/fold5/19503-3-1-0.wav
UrbanSound8K/audio/fold5/19503-3-2-0.wav
UrbanSound8K/audio/fold5/196062-2-0-0.wav
UrbanSound8K/audio/fold5/196071-2-0-0.wav
UrbanSound8K/audio/fold5/196081-2-0-0.wav
UrbanSound8K/audio/fold5/196085-2-0-0.wav
UrbanSound8K/audio/fold5/196085-2-0-1.wav
UrbanSound8K/audio/fold5/196085-2-0-2.wav
UrbanSound8K/audio/fold5/196085-2-0-3.wav
UrbanSound8K/audio/fold5/196085-2-0-4.wav
UrbanSound8K/audio/fold5/197243-3-0-0.wav
UrbanSound8K/audio/fold5/197243-3-1-0.wav
UrbanSound8K/audio/fold5/20015-3-0-12.wav
UrbanSound8K/audio/fold5/20015-3-0-14.wav
UrbanSound8K/audio/fold5/20015-3-0-19.wav
UrbanSound8K/audio/fold5/20015-3-0-4.wav
UrbanSound8K/audio/fold5/20285-3-0-0.wav
UrbanSound8K/audio/fold5/20285-3-1-0.wav
UrbanSound8K/audio/fold5/20285-3-1-1.wav
UrbanSound8K/audio/fold5/20285-3-2-0.wav
UrbanSound8K/audio/fold5/203516-3-0-0.wav
UrbanSound8K/audio/fold5/203654-9-0-15.wav
UrbanSound8K/audio/fold5/203654-9-0-28.wav
UrbanSound8K/audio/fold5/203654-9-0-39.wav
UrbanSound8K/audio/fold5/203654-9-0-42.wav
UrbanSound8K/audio/fold5/203654-9-0-60.wav
UrbanSound8K/audio/fold5/203654-9-0-8.wav
UrbanSound8K/audio/fold5/203913-8-0-0.wav
UrbanSound8K/audio/fold5/203913-8-0-1.wav
UrbanSound8K/audio/fold5/203913-8-0-10.wav
UrbanSound8K/audio/fold5/203913-8-0-11.wav
UrbanSound8K/audio/fold5/203913-8-0-12.wav
UrbanSound8K/audio/fold5/203913-8-0-2.wav
UrbanSound8K/audio/fold5/203913-8-0-3.wav
UrbanSound8K/audio/fold5/203913-8-0-4.wav
UrbanSound8K/audio/fold5/203913-8-0-5.wav
UrbanSound8K/audio/fold5/203913-8-0-6.wav
UrbanSound8K/audio/fold5/203913-8-0-7.wav
UrbanSound8K/audio/fold5/203913-8-0-8.wav
UrbanSound8K/audio/fold5/203913-8-0-9.wav
UrbanSound8K/audio/fold5/203913-8-1-0.wav
UrbanSound8K/audio/fold5/203913-8-1-1.wav
UrbanSound8K/audio/fold5/203913-8-1-2.wav
UrbanSound8K/audio/fold5/203913-8-1-3.wav
UrbanSound8K/audio/fold5/203913-8-1-4.wav
UrbanSound8K/audio/fold5/203913-8-1-5.wav
UrbanSound8K/audio/fold5/203962-5-0-0.wav
UrbanSound8K/audio/fold5/203962-5-0-1.wav
UrbanSound8K/audio/fold5/204408-2-0-19.wav
UrbanSound8K/audio/fold5/204408-2-0-2.wav
UrbanSound8K/audio/fold5/204408-2-0-21.wav
UrbanSound8K/audio/fold5/204408-2-0-36.wav
UrbanSound8K/audio/fold5/204408-2-0-54.wav
UrbanSound8K/audio/fold5/204408-2-0-8.wav
UrbanSound8K/audio/fold5/204408-2-0-83.wav
UrbanSound8K/audio/fold5/204408-2-0-9.wav
UrbanSound8K/audio/fold5/205874-4-0-0.wav
UrbanSound8K/audio/fold5/205874-4-1-0.wav
UrbanSound8K/audio/fold5/205874-4-10-0.wav
UrbanSound8K/audio/fold5/205874-4-11-0.wav
UrbanSound8K/audio/fold5/205874-4-2-0.wav
UrbanSound8K/audio/fold5/205874-4-3-0.wav
UrbanSound8K/audio/fold5/205874-4-4-0.wav
UrbanSound8K/audio/fold5/205874-4-5-0.wav
UrbanSound8K/audio/fold5/205874-4-6-0.wav
UrbanSound8K/audio/fold5/205874-4-7-0.wav
UrbanSound8K/audio/fold5/205874-4-8-0.wav
UrbanSound8K/audio/fold5/205874-4-9-0.wav
UrbanSound8K/audio/fold5/205878-4-0-0.wav
UrbanSound8K/audio/fold5/21187-5-0-0.wav
UrbanSound8K/audio/fold5/23219-5-0-0.wav
UrbanSound8K/audio/fold5/23219-5-0-1.wav
UrbanSound8K/audio/fold5/23219-5-0-10.wav
UrbanSound8K/audio/fold5/23219-5-0-11.wav
UrbanSound8K/audio/fold5/23219-5-0-12.wav
UrbanSound8K/audio/fold5/23219-5-0-13.wav
UrbanSound8K/audio/fold5/23219-5-0-2.wav
UrbanSound8K/audio/fold5/23219-5-0-3.wav
UrbanSound8K/audio/fold5/23219-5-0-4.wav
UrbanSound8K/audio/fold5/23219-5-0-5.wav
UrbanSound8K/audio/fold5/23219-5-0-6.wav
UrbanSound8K/audio/fold5/23219-5-0-7.wav
UrbanSound8K/audio/fold5/23219-5-0-8.wav
UrbanSound8K/audio/fold5/23219-5-0-9.wav
UrbanSound8K/audio/fold5/23219-5-1-0.wav
UrbanSound8K/audio/fold5/23219-5-1-1.wav
UrbanSound8K/audio/fold5/23219-5-1-2.wav
UrbanSound8K/audio/fold5/26177-1-0-0.wav
UrbanSound8K/audio/fold5/26177-1-1-0.wav
UrbanSound8K/audio/fold5/26177-1-2-0.wav
UrbanSound8K/audio/fold5/26184-5-0-0.wav
UrbanSound8K/audio/fold5/26184-5-1-0.wav
UrbanSound8K/audio/fold5/26184-5-2-0.wav
UrbanSound8K/audio/fold5/26184-5-3-0.wav
UrbanSound8K/audio/fold5/26184-5-4-0.wav
UrbanSound8K/audio/fold5/26184-5-4-1.wav
UrbanSound8K/audio/fold5/26184-5-4-2.wav
UrbanSound8K/audio/fold5/26184-5-4-3.wav
UrbanSound8K/audio/fold5/28426-8-0-0.wav
UrbanSound8K/audio/fold5/28426-8-1-0.wav
UrbanSound8K/audio/fold5/28426-8-2-0.wav
UrbanSound8K/audio/fold5/29937-3-0-14.wav
UrbanSound8K/audio/fold5/29937-3-0-4.wav
UrbanSound8K/audio/fold5/29937-3-0-6.wav
UrbanSound8K/audio/fold5/29937-3-0-8.wav
UrbanSound8K/audio/fold5/31150-2-0-1.wav
UrbanSound8K/audio/fold5/31150-2-0-14.wav
UrbanSound8K/audio/fold5/31150-2-0-17.wav
UrbanSound8K/audio/fold5/31150-2-0-2.wav
UrbanSound8K/audio/fold5/31150-2-0-24.wav
UrbanSound8K/audio/fold5/31150-2-0-34.wav
UrbanSound8K/audio/fold5/31150-2-0-6.wav
UrbanSound8K/audio/fold5/34771-3-0-10.wav
UrbanSound8K/audio/fold5/34771-3-0-14.wav
UrbanSound8K/audio/fold5/34771-3-0-4.wav
UrbanSound8K/audio/fold5/34771-3-0-5.wav
UrbanSound8K/audio/fold5/34872-3-0-0.wav
UrbanSound8K/audio/fold5/34872-3-0-1.wav
UrbanSound8K/audio/fold5/34872-3-0-2.wav
UrbanSound8K/audio/fold5/36263-9-0-12.wav
UrbanSound8K/audio/fold5/36263-9-0-13.wav
UrbanSound8K/audio/fold5/36263-9-0-17.wav
UrbanSound8K/audio/fold5/36263-9-0-2.wav
UrbanSound8K/audio/fold5/36263-9-0-3.wav
UrbanSound8K/audio/fold5/36263-9-0-5.wav
UrbanSound8K/audio/fold5/37869-3-0-0.wav
UrbanSound8K/audio/fold5/37869-3-1-0.wav
UrbanSound8K/audio/fold5/37869-3-3-0.wav
UrbanSound8K/audio/fold5/37869-3-5-0.wav
UrbanSound8K/audio/fold5/39533-4-0-0.wav
UrbanSound8K/audio/fold5/39533-4-1-0.wav
UrbanSound8K/audio/fold5/43787-3-0-0.wav
UrbanSound8K/audio/fold5/43787-3-1-0.wav
UrbanSound8K/audio/fold5/43787-3-2-0.wav
UrbanSound8K/audio/fold5/43787-3-3-0.wav
UrbanSound8K/audio/fold5/43803-1-0-0.wav
UrbanSound8K/audio/fold5/45256-1-0-0.wav
UrbanSound8K/audio/fold5/46391-1-0-0.wav
UrbanSound8K/audio/fold5/46391-1-1-0.wav
UrbanSound8K/audio/fold5/49312-2-0-1.wav
UrbanSound8K/audio/fold5/49312-2-0-10.wav
UrbanSound8K/audio/fold5/49312-2-0-16.wav
UrbanSound8K/audio/fold5/49312-2-0-17.wav
UrbanSound8K/audio/fold5/49312-2-0-2.wav
UrbanSound8K/audio/fold5/49312-2-0-5.wav
UrbanSound8K/audio/fold5/49312-2-0-7.wav
UrbanSound8K/audio/fold5/50413-4-0-0.wav
UrbanSound8K/audio/fold5/50413-4-0-1.wav
UrbanSound8K/audio/fold5/50413-4-0-2.wav
UrbanSound8K/audio/fold5/50413-4-0-3.wav
UrbanSound8K/audio/fold5/50885-3-0-2.wav
UrbanSound8K/audio/fold5/50885-3-0-3.wav
UrbanSound8K/audio/fold5/50885-3-0-4.wav
UrbanSound8K/audio/fold5/50885-3-0-5.wav
UrbanSound8K/audio/fold5/52102-1-0-0.wav
UrbanSound8K/audio/fold5/58382-3-0-0.wav
UrbanSound8K/audio/fold5/60846-0-0-0.wav
UrbanSound8K/audio/fold5/60846-0-0-1.wav
UrbanSound8K/audio/fold5/60846-0-0-2.wav
UrbanSound8K/audio/fold5/60846-0-0-3.wav
UrbanSound8K/audio/fold5/62566-5-0-0.wav
UrbanSound8K/audio/fold5/62566-5-0-1.wav
UrbanSound8K/audio/fold5/62566-5-0-2.wav
UrbanSound8K/audio/fold5/62566-5-0-3.wav
UrbanSound8K/audio/fold5/62566-5-0-4.wav
UrbanSound8K/audio/fold5/62566-5-0-5.wav
UrbanSound8K/audio/fold5/62566-5-0-6.wav
UrbanSound8K/audio/fold5/62566-5-0-7.wav
UrbanSound8K/audio/fold5/62566-5-1-0.wav
UrbanSound8K/audio/fold5/62566-5-1-1.wav
UrbanSound8K/audio/fold5/62566-5-2-0.wav
UrbanSound8K/audio/fold5/6508-9-0-1.wav
UrbanSound8K/audio/fold5/6508-9-0-2.wav
UrbanSound8K/audio/fold5/6508-9-0-3.wav
UrbanSound8K/audio/fold5/6508-9-0-4.wav
UrbanSound8K/audio/fold5/6508-9-0-6.wav
UrbanSound8K/audio/fold5/6508-9-1-0.wav
UrbanSound8K/audio/fold5/65381-3-0-3.wav
UrbanSound8K/audio/fold5/65381-3-0-6.wav
UrbanSound8K/audio/fold5/65381-3-0-7.wav
UrbanSound8K/audio/fold5/65472-1-0-0.wav
UrbanSound8K/audio/fold5/66587-3-0-0.wav
UrbanSound8K/audio/fold5/66587-3-1-0.wav
UrbanSound8K/audio/fold5/66587-3-2-0.wav
UrbanSound8K/audio/fold5/66587-3-3-0.wav
UrbanSound8K/audio/fold5/7066-6-0-0.wav
UrbanSound8K/audio/fold5/7066-6-1-0.wav
UrbanSound8K/audio/fold5/71086-4-0-0.wav
UrbanSound8K/audio/fold5/71086-4-1-0.wav
UrbanSound8K/audio/fold5/71086-4-2-0.wav
UrbanSound8K/audio/fold5/71171-4-0-0.wav
UrbanSound8K/audio/fold5/71171-4-0-1.wav
UrbanSound8K/audio/fold5/71171-4-0-2.wav
UrbanSound8K/audio/fold5/71171-4-0-3.wav
UrbanSound8K/audio/fold5/71171-4-0-4.wav
UrbanSound8K/audio/fold5/71171-4-1-0.wav
UrbanSound8K/audio/fold5/71171-4-1-1.wav
UrbanSound8K/audio/fold5/71171-4-1-2.wav
UrbanSound8K/audio/fold5/71171-4-1-3.wav
UrbanSound8K/audio/fold5/71171-4-1-4.wav
UrbanSound8K/audio/fold5/71171-4-1-5.wav
UrbanSound8K/audio/fold5/71171-4-2-0.wav
UrbanSound8K/audio/fold5/71171-4-2-1.wav
UrbanSound8K/audio/fold5/71171-4-3-0.wav
UrbanSound8K/audio/fold5/71171-4-3-1.wav
UrbanSound8K/audio/fold5/71171-4-3-2.wav
UrbanSound8K/audio/fold5/71171-4-4-0.wav
UrbanSound8K/audio/fold5/71171-4-5-0.wav
UrbanSound8K/audio/fold5/71173-2-0-103.wav
UrbanSound8K/audio/fold5/71173-2-0-13.wav
UrbanSound8K/audio/fold5/71173-2-0-17.wav
UrbanSound8K/audio/fold5/71173-2-0-21.wav
UrbanSound8K/audio/fold5/71173-2-0-24.wav
UrbanSound8K/audio/fold5/71173-2-0-69.wav
UrbanSound8K/audio/fold5/71173-2-0-71.wav
UrbanSound8K/audio/fold5/71173-2-0-88.wav
UrbanSound8K/audio/fold5/71439-1-0-0.wav
UrbanSound8K/audio/fold5/71439-1-1-0.wav
UrbanSound8K/audio/fold5/71439-1-2-0.wav
UrbanSound8K/audio/fold5/71439-1-3-0.wav
UrbanSound8K/audio/fold5/72259-1-0-0.wav
UrbanSound8K/audio/fold5/72259-1-0-1.wav
UrbanSound8K/audio/fold5/72259-1-0-2.wav
UrbanSound8K/audio/fold5/72259-1-0-3.wav
UrbanSound8K/audio/fold5/72259-1-0-4.wav
UrbanSound8K/audio/fold5/72259-1-0-5.wav
UrbanSound8K/audio/fold5/72259-1-1-0.wav
UrbanSound8K/audio/fold5/72259-1-10-0.wav
UrbanSound8K/audio/fold5/72259-1-10-1.wav
UrbanSound8K/audio/fold5/72259-1-10-10.wav
UrbanSound8K/audio/fold5/72259-1-10-11.wav
UrbanSound8K/audio/fold5/72259-1-10-12.wav
UrbanSound8K/audio/fold5/72259-1-10-13.wav
UrbanSound8K/audio/fold5/72259-1-10-14.wav
UrbanSound8K/audio/fold5/72259-1-10-2.wav
UrbanSound8K/audio/fold5/72259-1-10-3.wav
UrbanSound8K/audio/fold5/72259-1-10-4.wav
UrbanSound8K/audio/fold5/72259-1-10-5.wav
UrbanSound8K/audio/fold5/72259-1-10-6.wav
UrbanSound8K/audio/fold5/72259-1-10-7.wav
UrbanSound8K/audio/fold5/72259-1-10-8.wav
UrbanSound8K/audio/fold5/72259-1-10-9.wav
UrbanSound8K/audio/fold5/72259-1-2-0.wav
UrbanSound8K/audio/fold5/72259-1-3-0.wav
UrbanSound8K/audio/fold5/72259-1-5-0.wav
UrbanSound8K/audio/fold5/72259-1-5-1.wav
UrbanSound8K/audio/fold5/72259-1-5-2.wav
UrbanSound8K/audio/fold5/72259-1-5-3.wav
UrbanSound8K/audio/fold5/72259-1-5-4.wav
UrbanSound8K/audio/fold5/72259-1-6-0.wav
UrbanSound8K/audio/fold5/72259-1-6-1.wav
UrbanSound8K/audio/fold5/72259-1-7-0.wav
UrbanSound8K/audio/fold5/72259-1-7-1.wav
UrbanSound8K/audio/fold5/72259-1-7-10.wav
UrbanSound8K/audio/fold5/72259-1-7-11.wav
UrbanSound8K/audio/fold5/72259-1-7-12.wav
UrbanSound8K/audio/fold5/72259-1-7-13.wav
UrbanSound8K/audio/fold5/72259-1-7-14.wav
UrbanSound8K/audio/fold5/72259-1-7-15.wav
UrbanSound8K/audio/fold5/72259-1-7-16.wav
UrbanSound8K/audio/fold5/72259-1-7-17.wav
UrbanSound8K/audio/fold5/72259-1-7-18.wav
UrbanSound8K/audio/fold5/72259-1-7-19.wav
UrbanSound8K/audio/fold5/72259-1-7-2.wav
UrbanSound8K/audio/fold5/72259-1-7-20.wav
UrbanSound8K/audio/fold5/72259-1-7-21.wav
UrbanSound8K/audio/fold5/72259-1-7-22.wav
UrbanSound8K/audio/fold5/72259-1-7-3.wav
UrbanSound8K/audio/fold5/72259-1-7-4.wav
UrbanSound8K/audio/fold5/72259-1-7-5.wav
UrbanSound8K/audio/fold5/72259-1-7-6.wav
UrbanSound8K/audio/fold5/72259-1-7-7.wav
UrbanSound8K/audio/fold5/72259-1-7-8.wav
UrbanSound8K/audio/fold5/72259-1-7-9.wav
UrbanSound8K/audio/fold5/72259-1-8-0.wav
UrbanSound8K/audio/fold5/72259-1-9-0.wav
UrbanSound8K/audio/fold5/72259-1-9-1.wav
UrbanSound8K/audio/fold5/72259-1-9-10.wav
UrbanSound8K/audio/fold5/72259-1-9-11.wav
UrbanSound8K/audio/fold5/72259-1-9-12.wav
UrbanSound8K/audio/fold5/72259-1-9-13.wav
UrbanSound8K/audio/fold5/72259-1-9-14.wav
UrbanSound8K/audio/fold5/72259-1-9-15.wav
UrbanSound8K/audio/fold5/72259-1-9-16.wav
UrbanSound8K/audio/fold5/72259-1-9-17.wav
UrbanSound8K/audio/fold5/72259-1-9-2.wav
UrbanSound8K/audio/fold5/72259-1-9-3.wav
UrbanSound8K/audio/fold5/72259-1-9-4.wav
UrbanSound8K/audio/fold5/72259-1-9-5.wav
UrbanSound8K/audio/fold5/72259-1-9-6.wav
UrbanSound8K/audio/fold5/72259-1-9-7.wav
UrbanSound8K/audio/fold5/72259-1-9-8.wav
UrbanSound8K/audio/fold5/72259-1-9-9.wav
UrbanSound8K/audio/fold5/76566-3-0-11.wav
UrbanSound8K/audio/fold5/76566-3-0-3.wav
UrbanSound8K/audio/fold5/76566-3-0-6.wav
UrbanSound8K/audio/fold5/76566-3-0-8.wav
UrbanSound8K/audio/fold5/77233-3-0-105.wav
UrbanSound8K/audio/fold5/77233-3-0-67.wav
UrbanSound8K/audio/fold5/77233-3-0-7.wav
UrbanSound8K/audio/fold5/77233-3-0-79.wav
UrbanSound8K/audio/fold5/77247-6-0-0.wav
UrbanSound8K/audio/fold5/77509-1-0-0.wav
UrbanSound8K/audio/fold5/77774-4-0-0.wav
UrbanSound8K/audio/fold5/77774-4-0-1.wav
UrbanSound8K/audio/fold5/77774-4-0-2.wav
UrbanSound8K/audio/fold5/77774-4-0-3.wav
UrbanSound8K/audio/fold5/77774-4-1-0.wav
UrbanSound8K/audio/fold5/77774-4-1-1.wav
UrbanSound8K/audio/fold5/80806-2-0-0.wav
UrbanSound8K/audio/fold5/80806-2-0-1.wav
UrbanSound8K/audio/fold5/80806-2-0-10.wav
UrbanSound8K/audio/fold5/80806-2-0-2.wav
UrbanSound8K/audio/fold5/80806-2-0-3.wav
UrbanSound8K/audio/fold5/80806-2-0-4.wav
UrbanSound8K/audio/fold5/80806-2-0-5.wav
UrbanSound8K/audio/fold5/80806-2-0-7.wav
UrbanSound8K/audio/fold5/83196-9-0-10.wav
UrbanSound8K/audio/fold5/83196-9-0-13.wav
UrbanSound8K/audio/fold5/83196-9-0-14.wav
UrbanSound8K/audio/fold5/83196-9-0-15.wav
UrbanSound8K/audio/fold5/83196-9-0-3.wav
UrbanSound8K/audio/fold5/83196-9-0-9.wav
UrbanSound8K/audio/fold5/84254-6-0-0.wav
UrbanSound8K/audio/fold5/84699-4-0-0.wav
UrbanSound8K/audio/fold5/84699-4-1-0.wav
UrbanSound8K/audio/fold5/84699-4-2-0.wav
UrbanSound8K/audio/fold5/84699-4-3-0.wav
UrbanSound8K/audio/fold5/84699-4-4-0.wav
UrbanSound8K/audio/fold5/84699-4-5-0.wav
UrbanSound8K/audio/fold5/84699-4-6-0.wav
UrbanSound8K/audio/fold5/85569-0-0-0.wav
UrbanSound8K/audio/fold5/85569-0-0-1.wav
UrbanSound8K/audio/fold5/85569-0-0-2.wav
UrbanSound8K/audio/fold5/85569-0-0-3.wav
UrbanSound8K/audio/fold5/85569-0-0-4.wav
UrbanSound8K/audio/fold5/85569-0-0-5.wav
UrbanSound8K/audio/fold5/85569-0-0-6.wav
UrbanSound8K/audio/fold5/85569-0-0-7.wav
UrbanSound8K/audio/fold5/85569-0-0-8.wav
UrbanSound8K/audio/fold5/85569-0-0-9.wav
UrbanSound8K/audio/fold5/85663-3-0-0.wav
UrbanSound8K/audio/fold5/86284-3-0-0.wav
UrbanSound8K/audio/fold5/86284-3-1-0.wav
UrbanSound8K/audio/fold5/89213-3-0-0.wav
UrbanSound8K/audio/fold5/89724-5-0-0.wav
UrbanSound8K/audio/fold5/89724-5-0-1.wav
UrbanSound8K/audio/fold5/89724-5-0-2.wav
UrbanSound8K/audio/fold5/89724-5-0-3.wav
UrbanSound8K/audio/fold5/89724-5-0-4.wav
UrbanSound8K/audio/fold5/89724-5-0-5.wav
UrbanSound8K/audio/fold5/90013-7-0-0.wav
UrbanSound8K/audio/fold5/90013-7-0-1.wav
UrbanSound8K/audio/fold5/90013-7-0-2.wav
UrbanSound8K/audio/fold5/90013-7-0-3.wav
UrbanSound8K/audio/fold5/90013-7-0-4.wav
UrbanSound8K/audio/fold5/90013-7-0-5.wav
UrbanSound8K/audio/fold5/90013-7-0-6.wav
UrbanSound8K/audio/fold5/90013-7-0-7.wav
UrbanSound8K/audio/fold5/90013-7-1-0.wav
UrbanSound8K/audio/fold5/90013-7-1-1.wav
UrbanSound8K/audio/fold5/90013-7-1-2.wav
UrbanSound8K/audio/fold5/90013-7-1-3.wav
UrbanSound8K/audio/fold5/90013-7-1-4.wav
UrbanSound8K/audio/fold5/90013-7-1-5.wav
UrbanSound8K/audio/fold5/91533-5-0-0.wav
UrbanSound8K/audio/fold5/91533-5-0-1.wav
UrbanSound8K/audio/fold5/91533-5-0-2.wav
UrbanSound8K/audio/fold5/91533-5-0-3.wav
UrbanSound8K/audio/fold5/93139-6-0-0.wav
UrbanSound8K/audio/fold5/99185-3-0-0.wav
UrbanSound8K/audio/fold6/
UrbanSound8K/audio/fold6/.DS_Store
UrbanSound8K/audio/fold6/101281-3-0-0.wav
UrbanSound8K/audio/fold6/101281-3-0-14.wav
UrbanSound8K/audio/fold6/101281-3-0-5.wav
UrbanSound8K/audio/fold6/104327-2-0-15.wav
UrbanSound8K/audio/fold6/104327-2-0-19.wav
UrbanSound8K/audio/fold6/104327-2-0-26.wav
UrbanSound8K/audio/fold6/104327-2-0-28.wav
UrbanSound8K/audio/fold6/104327-2-0-3.wav
UrbanSound8K/audio/fold6/104327-2-0-30.wav
UrbanSound8K/audio/fold6/104327-2-0-34.wav
UrbanSound8K/audio/fold6/104327-2-0-4.wav
UrbanSound8K/audio/fold6/105319-3-0-22.wav
UrbanSound8K/audio/fold6/105319-3-0-29.wav
UrbanSound8K/audio/fold6/105319-3-0-39.wav
UrbanSound8K/audio/fold6/106486-5-0-0.wav
UrbanSound8K/audio/fold6/106486-5-0-1.wav
UrbanSound8K/audio/fold6/106486-5-0-2.wav
UrbanSound8K/audio/fold6/107842-4-0-0.wav
UrbanSound8K/audio/fold6/107842-4-0-1.wav
UrbanSound8K/audio/fold6/107842-4-0-2.wav
UrbanSound8K/audio/fold6/107842-4-1-0.wav
UrbanSound8K/audio/fold6/107842-4-2-0.wav
UrbanSound8K/audio/fold6/107842-4-2-1.wav
UrbanSound8K/audio/fold6/107842-4-2-2.wav
UrbanSound8K/audio/fold6/107842-4-2-3.wav
UrbanSound8K/audio/fold6/107842-4-2-4.wav
UrbanSound8K/audio/fold6/107842-4-3-0.wav
UrbanSound8K/audio/fold6/108638-9-0-0.wav
UrbanSound8K/audio/fold6/108638-9-0-1.wav
UrbanSound8K/audio/fold6/108638-9-0-2.wav
UrbanSound8K/audio/fold6/108638-9-0-4.wav
UrbanSound8K/audio/fold6/108638-9-0-5.wav
UrbanSound8K/audio/fold6/108638-9-0-6.wav
UrbanSound8K/audio/fold6/109233-3-0-3.wav
UrbanSound8K/audio/fold6/109233-3-0-4.wav
UrbanSound8K/audio/fold6/109233-3-0-5.wav
UrbanSound8K/audio/fold6/109233-3-0-6.wav
UrbanSound8K/audio/fold6/110868-9-0-11.wav
UrbanSound8K/audio/fold6/110868-9-0-13.wav
UrbanSound8K/audio/fold6/110868-9-0-14.wav
UrbanSound8K/audio/fold6/110868-9-0-15.wav
UrbanSound8K/audio/fold6/110868-9-0-6.wav
UrbanSound8K/audio/fold6/110868-9-0-8.wav
UrbanSound8K/audio/fold6/111048-6-0-0.wav
UrbanSound8K/audio/fold6/111386-5-0-0.wav
UrbanSound8K/audio/fold6/111386-5-0-1.wav
UrbanSound8K/audio/fold6/111386-5-0-2.wav
UrbanSound8K/audio/fold6/111386-5-0-3.wav
UrbanSound8K/audio/fold6/111386-5-0-4.wav
UrbanSound8K/audio/fold6/111386-5-0-5.wav
UrbanSound8K/audio/fold6/111386-5-0-6.wav
UrbanSound8K/audio/fold6/111386-5-0-7.wav
UrbanSound8K/audio/fold6/111386-5-1-0.wav
UrbanSound8K/audio/fold6/111386-5-1-1.wav
UrbanSound8K/audio/fold6/111386-5-1-10.wav
UrbanSound8K/audio/fold6/111386-5-1-11.wav
UrbanSound8K/audio/fold6/111386-5-1-12.wav
UrbanSound8K/audio/fold6/111386-5-1-13.wav
UrbanSound8K/audio/fold6/111386-5-1-14.wav
UrbanSound8K/audio/fold6/111386-5-1-2.wav
UrbanSound8K/audio/fold6/111386-5-1-3.wav
UrbanSound8K/audio/fold6/111386-5-1-4.wav
UrbanSound8K/audio/fold6/111386-5-1-5.wav
UrbanSound8K/audio/fold6/111386-5-1-6.wav
UrbanSound8K/audio/fold6/111386-5-1-7.wav
UrbanSound8K/audio/fold6/111386-5-1-8.wav
UrbanSound8K/audio/fold6/111386-5-1-9.wav
UrbanSound8K/audio/fold6/115243-9-0-0.wav
UrbanSound8K/audio/fold6/115243-9-0-16.wav
UrbanSound8K/audio/fold6/115243-9-0-4.wav
UrbanSound8K/audio/fold6/115243-9-0-46.wav
UrbanSound8K/audio/fold6/115243-9-0-81.wav
UrbanSound8K/audio/fold6/115243-9-0-94.wav
UrbanSound8K/audio/fold6/116423-2-0-0.wav
UrbanSound8K/audio/fold6/116423-2-0-1.wav
UrbanSound8K/audio/fold6/116423-2-0-2.wav
UrbanSound8K/audio/fold6/116423-2-0-3.wav
UrbanSound8K/audio/fold6/116423-2-0-4.wav
UrbanSound8K/audio/fold6/117271-3-0-0.wav
UrbanSound8K/audio/fold6/117271-3-0-1.wav
UrbanSound8K/audio/fold6/117271-3-0-2.wav
UrbanSound8K/audio/fold6/117271-3-0-3.wav
UrbanSound8K/audio/fold6/118072-3-0-0.wav
UrbanSound8K/audio/fold6/121285-0-0-0.wav
UrbanSound8K/audio/fold6/121285-0-0-1.wav
UrbanSound8K/audio/fold6/121285-0-0-2.wav
UrbanSound8K/audio/fold6/121285-0-0-3.wav
UrbanSound8K/audio/fold6/121285-0-0-4.wav
UrbanSound8K/audio/fold6/121285-0-0-5.wav
UrbanSound8K/audio/fold6/121285-0-0-6.wav
UrbanSound8K/audio/fold6/121285-0-0-7.wav
UrbanSound8K/audio/fold6/121285-0-0-8.wav
UrbanSound8K/audio/fold6/121285-0-0-9.wav
UrbanSound8K/audio/fold6/122738-9-0-11.wav
UrbanSound8K/audio/fold6/122738-9-0-12.wav
UrbanSound8K/audio/fold6/122738-9-0-2.wav
UrbanSound8K/audio/fold6/122738-9-0-3.wav
UrbanSound8K/audio/fold6/122738-9-0-5.wav
UrbanSound8K/audio/fold6/122738-9-0-9.wav
UrbanSound8K/audio/fold6/124389-8-1-0.wav
UrbanSound8K/audio/fold6/124389-8-1-1.wav
UrbanSound8K/audio/fold6/124389-8-1-10.wav
UrbanSound8K/audio/fold6/124389-8-1-11.wav
UrbanSound8K/audio/fold6/124389-8-1-12.wav
UrbanSound8K/audio/fold6/124389-8-1-13.wav
UrbanSound8K/audio/fold6/124389-8-1-14.wav
UrbanSound8K/audio/fold6/124389-8-1-15.wav
UrbanSound8K/audio/fold6/124389-8-1-16.wav
UrbanSound8K/audio/fold6/124389-8-1-17.wav
UrbanSound8K/audio/fold6/124389-8-1-18.wav
UrbanSound8K/audio/fold6/124389-8-1-2.wav
UrbanSound8K/audio/fold6/124389-8-1-3.wav
UrbanSound8K/audio/fold6/124389-8-1-4.wav
UrbanSound8K/audio/fold6/124389-8-1-5.wav
UrbanSound8K/audio/fold6/124389-8-1-6.wav
UrbanSound8K/audio/fold6/124389-8-1-7.wav
UrbanSound8K/audio/fold6/124389-8-1-8.wav
UrbanSound8K/audio/fold6/124389-8-1-9.wav
UrbanSound8K/audio/fold6/125554-3-0-0.wav
UrbanSound8K/audio/fold6/125574-3-0-0.wav
UrbanSound8K/audio/fold6/128465-1-0-0.wav
UrbanSound8K/audio/fold6/128465-1-0-1.wav
UrbanSound8K/audio/fold6/128465-1-0-2.wav
UrbanSound8K/audio/fold6/128465-1-0-3.wav
UrbanSound8K/audio/fold6/128465-1-0-4.wav
UrbanSound8K/audio/fold6/128465-1-0-5.wav
UrbanSound8K/audio/fold6/128465-1-0-6.wav
UrbanSound8K/audio/fold6/128465-1-0-7.wav
UrbanSound8K/audio/fold6/128465-1-0-8.wav
UrbanSound8K/audio/fold6/128891-3-0-2.wav
UrbanSound8K/audio/fold6/128891-3-0-4.wav
UrbanSound8K/audio/fold6/128891-3-0-5.wav
UrbanSound8K/audio/fold6/129356-2-0-101.wav
UrbanSound8K/audio/fold6/129356-2-0-115.wav
UrbanSound8K/audio/fold6/129356-2-0-118.wav
UrbanSound8K/audio/fold6/129356-2-0-129.wav
UrbanSound8K/audio/fold6/129356-2-0-199.wav
UrbanSound8K/audio/fold6/129356-2-0-48.wav
UrbanSound8K/audio/fold6/129356-2-0-98.wav
UrbanSound8K/audio/fold6/131918-7-0-0.wav
UrbanSound8K/audio/fold6/131918-7-0-1.wav
UrbanSound8K/audio/fold6/131918-7-0-2.wav
UrbanSound8K/audio/fold6/131918-7-0-3.wav
UrbanSound8K/audio/fold6/131918-7-0-4.wav
UrbanSound8K/audio/fold6/131918-7-0-5.wav
UrbanSound8K/audio/fold6/131918-7-0-6.wav
UrbanSound8K/audio/fold6/131918-7-0-7.wav
UrbanSound8K/audio/fold6/131918-7-0-8.wav
UrbanSound8K/audio/fold6/132021-7-0-0.wav
UrbanSound8K/audio/fold6/132021-7-0-1.wav
UrbanSound8K/audio/fold6/132021-7-0-10.wav
UrbanSound8K/audio/fold6/132021-7-0-11.wav
UrbanSound8K/audio/fold6/132021-7-0-12.wav
UrbanSound8K/audio/fold6/132021-7-0-2.wav
UrbanSound8K/audio/fold6/132021-7-0-3.wav
UrbanSound8K/audio/fold6/132021-7-0-4.wav
UrbanSound8K/audio/fold6/132021-7-0-5.wav
UrbanSound8K/audio/fold6/132021-7-0-6.wav
UrbanSound8K/audio/fold6/132021-7-0-7.wav
UrbanSound8K/audio/fold6/132021-7-0-8.wav
UrbanSound8K/audio/fold6/132021-7-0-9.wav
UrbanSound8K/audio/fold6/132021-7-1-0.wav
UrbanSound8K/audio/fold6/132162-9-1-3.wav
UrbanSound8K/audio/fold6/132162-9-1-58.wav
UrbanSound8K/audio/fold6/132162-9-1-63.wav
UrbanSound8K/audio/fold6/132162-9-1-67.wav
UrbanSound8K/audio/fold6/132162-9-1-68.wav
UrbanSound8K/audio/fold6/132162-9-1-73.wav
UrbanSound8K/audio/fold6/133494-2-0-18.wav
UrbanSound8K/audio/fold6/133494-2-0-19.wav
UrbanSound8K/audio/fold6/133494-2-0-22.wav
UrbanSound8K/audio/fold6/133494-2-0-25.wav
UrbanSound8K/audio/fold6/133494-2-0-26.wav
UrbanSound8K/audio/fold6/133494-2-0-31.wav
UrbanSound8K/audio/fold6/133494-2-0-37.wav
UrbanSound8K/audio/fold6/133494-2-0-45.wav
UrbanSound8K/audio/fold6/133797-6-0-0.wav
UrbanSound8K/audio/fold6/133797-6-1-0.wav
UrbanSound8K/audio/fold6/133797-6-2-0.wav
UrbanSound8K/audio/fold6/135160-8-0-0.wav
UrbanSound8K/audio/fold6/135160-8-0-1.wav
UrbanSound8K/audio/fold6/135160-8-0-10.wav
UrbanSound8K/audio/fold6/135160-8-0-11.wav
UrbanSound8K/audio/fold6/135160-8-0-2.wav
UrbanSound8K/audio/fold6/135160-8-0-3.wav
UrbanSound8K/audio/fold6/135160-8-0-4.wav
UrbanSound8K/audio/fold6/135160-8-0-5.wav
UrbanSound8K/audio/fold6/135160-8-0-6.wav
UrbanSound8K/audio/fold6/135160-8-0-7.wav
UrbanSound8K/audio/fold6/135160-8-0-8.wav
UrbanSound8K/audio/fold6/135160-8-0-9.wav
UrbanSound8K/audio/fold6/135544-6-0-0.wav
UrbanSound8K/audio/fold6/135544-6-1-0.wav
UrbanSound8K/audio/fold6/135544-6-10-0.wav
UrbanSound8K/audio/fold6/135544-6-11-0.wav
UrbanSound8K/audio/fold6/135544-6-12-0.wav
UrbanSound8K/audio/fold6/135544-6-13-0.wav
UrbanSound8K/audio/fold6/135544-6-14-0.wav
UrbanSound8K/audio/fold6/135544-6-15-0.wav
UrbanSound8K/audio/fold6/135544-6-16-0.wav
UrbanSound8K/audio/fold6/135544-6-17-0.wav
UrbanSound8K/audio/fold6/135544-6-18-0.wav
UrbanSound8K/audio/fold6/135544-6-19-0.wav
UrbanSound8K/audio/fold6/135544-6-2-0.wav
UrbanSound8K/audio/fold6/135544-6-3-0.wav
UrbanSound8K/audio/fold6/135544-6-4-0.wav
UrbanSound8K/audio/fold6/135544-6-5-0.wav
UrbanSound8K/audio/fold6/135544-6-6-0.wav
UrbanSound8K/audio/fold6/135544-6-7-0.wav
UrbanSound8K/audio/fold6/135544-6-8-0.wav
UrbanSound8K/audio/fold6/135544-6-9-0.wav
UrbanSound8K/audio/fold6/137969-2-0-18.wav
UrbanSound8K/audio/fold6/137969-2-0-20.wav
UrbanSound8K/audio/fold6/137969-2-0-37.wav
UrbanSound8K/audio/fold6/137969-2-0-4.wav
UrbanSound8K/audio/fold6/137969-2-0-41.wav
UrbanSound8K/audio/fold6/137969-2-0-55.wav
UrbanSound8K/audio/fold6/137969-2-0-56.wav
UrbanSound8K/audio/fold6/14114-4-0-0.wav
UrbanSound8K/audio/fold6/14114-4-0-1.wav
UrbanSound8K/audio/fold6/14114-4-0-2.wav
UrbanSound8K/audio/fold6/14114-4-0-3.wav
UrbanSound8K/audio/fold6/143115-1-0-0.wav
UrbanSound8K/audio/fold6/143115-1-1-0.wav
UrbanSound8K/audio/fold6/143115-1-2-0.wav
UrbanSound8K/audio/fold6/143115-1-3-0.wav
UrbanSound8K/audio/fold6/143115-1-4-0.wav
UrbanSound8K/audio/fold6/14358-3-0-26.wav
UrbanSound8K/audio/fold6/14358-3-0-7.wav
UrbanSound8K/audio/fold6/14358-3-0-85.wav
UrbanSound8K/audio/fold6/14358-3-0-90.wav
UrbanSound8K/audio/fold6/148833-6-0-0.wav
UrbanSound8K/audio/fold6/148833-6-1-0.wav
UrbanSound8K/audio/fold6/148834-6-0-0.wav
UrbanSound8K/audio/fold6/148835-6-0-0.wav
UrbanSound8K/audio/fold6/148835-6-1-0.wav
UrbanSound8K/audio/fold6/148835-6-2-0.wav
UrbanSound8K/audio/fold6/148835-6-3-0.wav
UrbanSound8K/audio/fold6/148835-6-4-0.wav
UrbanSound8K/audio/fold6/155127-9-0-2.wav
UrbanSound8K/audio/fold6/155127-9-1-2.wav
UrbanSound8K/audio/fold6/155127-9-1-23.wav
UrbanSound8K/audio/fold6/155127-9-1-24.wav
UrbanSound8K/audio/fold6/155127-9-1-25.wav
UrbanSound8K/audio/fold6/155127-9-1-27.wav
UrbanSound8K/audio/fold6/155212-9-0-13.wav
UrbanSound8K/audio/fold6/155212-9-1-14.wav
UrbanSound8K/audio/fold6/155212-9-1-49.wav
UrbanSound8K/audio/fold6/155212-9-1-75.wav
UrbanSound8K/audio/fold6/155212-9-1-85.wav
UrbanSound8K/audio/fold6/155212-9-1-88.wav
UrbanSound8K/audio/fold6/155317-3-0-0.wav
UrbanSound8K/audio/fold6/155488-3-0-6.wav
UrbanSound8K/audio/fold6/155488-3-2-0.wav
UrbanSound8K/audio/fold6/155488-3-3-0.wav
UrbanSound8K/audio/fold6/155488-3-3-1.wav
UrbanSound8K/audio/fold6/157322-3-0-3.wav
UrbanSound8K/audio/fold6/157322-3-0-4.wav
UrbanSound8K/audio/fold6/157322-3-0-5.wav
UrbanSound8K/audio/fold6/157322-3-0-6.wav
UrbanSound8K/audio/fold6/158979-6-0-0.wav
UrbanSound8K/audio/fold6/159702-6-0-0.wav
UrbanSound8K/audio/fold6/159702-6-1-0.wav
UrbanSound8K/audio/fold6/159702-6-2-0.wav
UrbanSound8K/audio/fold6/159702-6-3-0.wav
UrbanSound8K/audio/fold6/159702-6-4-0.wav
UrbanSound8K/audio/fold6/159702-6-5-0.wav
UrbanSound8K/audio/fold6/159702-6-6-0.wav
UrbanSound8K/audio/fold6/159704-6-0-0.wav
UrbanSound8K/audio/fold6/160575-3-0-0.wav
UrbanSound8K/audio/fold6/160575-3-1-0.wav
UrbanSound8K/audio/fold6/160575-3-4-0.wav
UrbanSound8K/audio/fold6/160575-3-7-0.wav
UrbanSound8K/audio/fold6/161922-3-1-4.wav
UrbanSound8K/audio/fold6/161922-3-1-5.wav
UrbanSound8K/audio/fold6/161922-3-1-6.wav
UrbanSound8K/audio/fold6/161922-3-2-0.wav
UrbanSound8K/audio/fold6/161923-3-0-0.wav
UrbanSound8K/audio/fold6/161923-3-0-12.wav
UrbanSound8K/audio/fold6/161923-3-0-19.wav
UrbanSound8K/audio/fold6/161923-3-0-5.wav
UrbanSound8K/audio/fold6/162434-6-0-0.wav
UrbanSound8K/audio/fold6/162434-6-1-0.wav
UrbanSound8K/audio/fold6/162434-6-2-0.wav
UrbanSound8K/audio/fold6/162702-1-0-0.wav
UrbanSound8K/audio/fold6/162702-1-1-0.wav
UrbanSound8K/audio/fold6/164311-3-0-0.wav
UrbanSound8K/audio/fold6/164311-3-1-0.wav
UrbanSound8K/audio/fold6/165641-4-0-0.wav
UrbanSound8K/audio/fold6/165641-4-0-1.wav
UrbanSound8K/audio/fold6/166489-3-0-1.wav
UrbanSound8K/audio/fold6/166489-3-0-2.wav
UrbanSound8K/audio/fold6/166489-3-0-4.wav
UrbanSound8K/audio/fold6/166931-4-0-0.wav
UrbanSound8K/audio/fold6/166931-4-0-1.wav
UrbanSound8K/audio/fold6/166931-4-1-2.wav
UrbanSound8K/audio/fold6/166931-4-1-4.wav
UrbanSound8K/audio/fold6/166931-4-1-5.wav
UrbanSound8K/audio/fold6/166931-4-1-6.wav
UrbanSound8K/audio/fold6/166931-4-2-0.wav
UrbanSound8K/audio/fold6/166931-4-2-12.wav
UrbanSound8K/audio/fold6/166931-4-2-13.wav
UrbanSound8K/audio/fold6/166931-4-2-3.wav
UrbanSound8K/audio/fold6/166931-4-2-7.wav
UrbanSound8K/audio/fold6/166931-4-2-8.wav
UrbanSound8K/audio/fold6/166931-4-3-1.wav
UrbanSound8K/audio/fold6/166931-4-3-2.wav
UrbanSound8K/audio/fold6/166931-4-4-0.wav
UrbanSound8K/audio/fold6/166931-4-4-2.wav
UrbanSound8K/audio/fold6/166931-4-4-3.wav
UrbanSound8K/audio/fold6/167701-4-0-0.wav
UrbanSound8K/audio/fold6/167701-4-1-0.wav
UrbanSound8K/audio/fold6/167701-4-10-0.wav
UrbanSound8K/audio/fold6/167701-4-11-0.wav
UrbanSound8K/audio/fold6/167701-4-12-0.wav
UrbanSound8K/audio/fold6/167701-4-2-0.wav
UrbanSound8K/audio/fold6/167701-4-3-0.wav
UrbanSound8K/audio/fold6/167701-4-4-0.wav
UrbanSound8K/audio/fold6/167701-4-5-0.wav
UrbanSound8K/audio/fold6/167701-4-6-0.wav
UrbanSound8K/audio/fold6/167701-4-6-1.wav
UrbanSound8K/audio/fold6/167701-4-6-2.wav
UrbanSound8K/audio/fold6/167701-4-6-3.wav
UrbanSound8K/audio/fold6/167701-4-6-4.wav
UrbanSound8K/audio/fold6/167701-4-7-0.wav
UrbanSound8K/audio/fold6/167701-4-9-0.wav
UrbanSound8K/audio/fold6/167701-4-9-1.wav
UrbanSound8K/audio/fold6/169045-2-0-0.wav
UrbanSound8K/audio/fold6/169045-2-0-1.wav
UrbanSound8K/audio/fold6/169045-2-0-14.wav
UrbanSound8K/audio/fold6/169045-2-0-16.wav
UrbanSound8K/audio/fold6/169045-2-0-20.wav
UrbanSound8K/audio/fold6/169045-2-0-3.wav
UrbanSound8K/audio/fold6/169045-2-0-8.wav
UrbanSound8K/audio/fold6/175848-1-0-0.wav
UrbanSound8K/audio/fold6/175917-3-0-3.wav
UrbanSound8K/audio/fold6/175917-3-1-1.wav
UrbanSound8K/audio/fold6/175917-3-2-2.wav
UrbanSound8K/audio/fold6/175917-3-4-1.wav
UrbanSound8K/audio/fold6/179725-4-0-0.wav
UrbanSound8K/audio/fold6/179860-1-0-0.wav
UrbanSound8K/audio/fold6/182474-1-0-0.wav
UrbanSound8K/audio/fold6/184805-0-0-101.wav
UrbanSound8K/audio/fold6/184805-0-0-103.wav
UrbanSound8K/audio/fold6/184805-0-0-104.wav
UrbanSound8K/audio/fold6/184805-0-0-112.wav
UrbanSound8K/audio/fold6/184805-0-0-121.wav
UrbanSound8K/audio/fold6/184805-0-0-13.wav
UrbanSound8K/audio/fold6/184805-0-0-16.wav
UrbanSound8K/audio/fold6/184805-0-0-2.wav
UrbanSound8K/audio/fold6/184805-0-0-27.wav
UrbanSound8K/audio/fold6/184805-0-0-32.wav
UrbanSound8K/audio/fold6/184805-0-0-34.wav
UrbanSound8K/audio/fold6/184805-0-0-4.wav
UrbanSound8K/audio/fold6/184805-0-0-40.wav
UrbanSound8K/audio/fold6/184805-0-0-45.wav
UrbanSound8K/audio/fold6/184805-0-0-47.wav
UrbanSound8K/audio/fold6/184805-0-0-48.wav
UrbanSound8K/audio/fold6/184805-0-0-49.wav
UrbanSound8K/audio/fold6/184805-0-0-5.wav
UrbanSound8K/audio/fold6/184805-0-0-51.wav
UrbanSound8K/audio/fold6/184805-0-0-54.wav
UrbanSound8K/audio/fold6/184805-0-0-57.wav
UrbanSound8K/audio/fold6/184805-0-0-58.wav
UrbanSound8K/audio/fold6/184805-0-0-61.wav
UrbanSound8K/audio/fold6/184805-0-0-63.wav
UrbanSound8K/audio/fold6/184805-0-0-64.wav
UrbanSound8K/audio/fold6/184805-0-0-74.wav
UrbanSound8K/audio/fold6/184805-0-0-75.wav
UrbanSound8K/audio/fold6/184805-0-0-77.wav
UrbanSound8K/audio/fold6/184805-0-0-81.wav
UrbanSound8K/audio/fold6/184805-0-0-82.wav
UrbanSound8K/audio/fold6/184805-0-0-88.wav
UrbanSound8K/audio/fold6/184805-0-0-90.wav
UrbanSound8K/audio/fold6/184805-0-0-99.wav
UrbanSound8K/audio/fold6/188004-8-0-0.wav
UrbanSound8K/audio/fold6/188004-8-0-1.wav
UrbanSound8K/audio/fold6/188004-8-0-2.wav
UrbanSound8K/audio/fold6/18933-1-0-0.wav
UrbanSound8K/audio/fold6/189986-0-0-0.wav
UrbanSound8K/audio/fold6/190680-3-1-0.wav
UrbanSound8K/audio/fold6/190680-3-4-0.wav
UrbanSound8K/audio/fold6/190680-3-6-0.wav
UrbanSound8K/audio/fold6/193697-2-0-103.wav
UrbanSound8K/audio/fold6/193697-2-0-107.wav
UrbanSound8K/audio/fold6/193697-2-0-110.wav
UrbanSound8K/audio/fold6/193697-2-0-135.wav
UrbanSound8K/audio/fold6/193697-2-0-5.wav
UrbanSound8K/audio/fold6/193697-2-0-90.wav
UrbanSound8K/audio/fold6/193697-2-0-99.wav
UrbanSound8K/audio/fold6/194321-9-0-100.wav
UrbanSound8K/audio/fold6/194321-9-0-126.wav
UrbanSound8K/audio/fold6/194321-9-0-150.wav
UrbanSound8K/audio/fold6/194321-9-0-241.wav
UrbanSound8K/audio/fold6/194321-9-0-6.wav
UrbanSound8K/audio/fold6/194321-9-0-61.wav
UrbanSound8K/audio/fold6/194753-3-0-0.wav
UrbanSound8K/audio/fold6/194753-3-1-0.wav
UrbanSound8K/audio/fold6/194753-3-2-0.wav
UrbanSound8K/audio/fold6/194753-3-3-0.wav
UrbanSound8K/audio/fold6/196076-2-0-0.wav
UrbanSound8K/audio/fold6/196077-2-0-0.wav
UrbanSound8K/audio/fold6/196077-2-0-1.wav
UrbanSound8K/audio/fold6/196088-2-0-0.wav
UrbanSound8K/audio/fold6/197075-3-1-1.wav
UrbanSound8K/audio/fold6/197075-3-4-1.wav
UrbanSound8K/audio/fold6/197075-3-6-0.wav
UrbanSound8K/audio/fold6/197075-3-7-5.wav
UrbanSound8K/audio/fold6/203355-3-0-0.wav
UrbanSound8K/audio/fold6/203355-3-1-0.wav
UrbanSound8K/audio/fold6/204240-0-0-0.wav
UrbanSound8K/audio/fold6/204240-0-0-1.wav
UrbanSound8K/audio/fold6/204240-0-0-10.wav
UrbanSound8K/audio/fold6/204240-0-0-11.wav
UrbanSound8K/audio/fold6/204240-0-0-12.wav
UrbanSound8K/audio/fold6/204240-0-0-13.wav
UrbanSound8K/audio/fold6/204240-0-0-14.wav
UrbanSound8K/audio/fold6/204240-0-0-15.wav
UrbanSound8K/audio/fold6/204240-0-0-16.wav
UrbanSound8K/audio/fold6/204240-0-0-17.wav
UrbanSound8K/audio/fold6/204240-0-0-18.wav
UrbanSound8K/audio/fold6/204240-0-0-19.wav
UrbanSound8K/audio/fold6/204240-0-0-2.wav
UrbanSound8K/audio/fold6/204240-0-0-20.wav
UrbanSound8K/audio/fold6/204240-0-0-21.wav
UrbanSound8K/audio/fold6/204240-0-0-22.wav
UrbanSound8K/audio/fold6/204240-0-0-23.wav
UrbanSound8K/audio/fold6/204240-0-0-25.wav
UrbanSound8K/audio/fold6/204240-0-0-26.wav
UrbanSound8K/audio/fold6/204240-0-0-27.wav
UrbanSound8K/audio/fold6/204240-0-0-28.wav
UrbanSound8K/audio/fold6/204240-0-0-29.wav
UrbanSound8K/audio/fold6/204240-0-0-3.wav
UrbanSound8K/audio/fold6/204240-0-0-30.wav
UrbanSound8K/audio/fold6/204240-0-0-31.wav
UrbanSound8K/audio/fold6/204240-0-0-32.wav
UrbanSound8K/audio/fold6/204240-0-0-33.wav
UrbanSound8K/audio/fold6/204240-0-0-34.wav
UrbanSound8K/audio/fold6/204240-0-0-35.wav
UrbanSound8K/audio/fold6/204240-0-0-5.wav
UrbanSound8K/audio/fold6/204240-0-0-6.wav
UrbanSound8K/audio/fold6/204240-0-0-7.wav
UrbanSound8K/audio/fold6/204240-0-0-8.wav
UrbanSound8K/audio/fold6/204240-0-0-9.wav
UrbanSound8K/audio/fold6/204919-3-0-0.wav
UrbanSound8K/audio/fold6/204919-3-1-0.wav
UrbanSound8K/audio/fold6/204919-3-3-0.wav
UrbanSound8K/audio/fold6/204919-3-4-0.wav
UrbanSound8K/audio/fold6/208030-3-0-0.wav
UrbanSound8K/audio/fold6/208030-3-1-0.wav
UrbanSound8K/audio/fold6/208030-3-2-0.wav
UrbanSound8K/audio/fold6/208030-3-4-0.wav
UrbanSound8K/audio/fold6/24364-4-0-0.wav
UrbanSound8K/audio/fold6/24364-4-0-1.wav
UrbanSound8K/audio/fold6/24364-4-0-10.wav
UrbanSound8K/audio/fold6/24364-4-0-11.wav
UrbanSound8K/audio/fold6/24364-4-0-12.wav
UrbanSound8K/audio/fold6/24364-4-0-2.wav
UrbanSound8K/audio/fold6/24364-4-0-3.wav
UrbanSound8K/audio/fold6/24364-4-0-4.wav
UrbanSound8K/audio/fold6/24364-4-0-5.wav
UrbanSound8K/audio/fold6/24364-4-0-6.wav
UrbanSound8K/audio/fold6/24364-4-0-7.wav
UrbanSound8K/audio/fold6/24364-4-0-8.wav
UrbanSound8K/audio/fold6/24364-4-0-9.wav
UrbanSound8K/audio/fold6/28284-3-0-0.wav
UrbanSound8K/audio/fold6/28284-3-0-1.wav
UrbanSound8K/audio/fold6/28284-3-1-0.wav
UrbanSound8K/audio/fold6/29932-1-0-0.wav
UrbanSound8K/audio/fold6/29932-1-1-0.wav
UrbanSound8K/audio/fold6/30206-7-0-0.wav
UrbanSound8K/audio/fold6/30206-7-0-1.wav
UrbanSound8K/audio/fold6/30206-7-0-10.wav
UrbanSound8K/audio/fold6/30206-7-0-11.wav
UrbanSound8K/audio/fold6/30206-7-0-12.wav
UrbanSound8K/audio/fold6/30206-7-0-13.wav
UrbanSound8K/audio/fold6/30206-7-0-14.wav
UrbanSound8K/audio/fold6/30206-7-0-15.wav
UrbanSound8K/audio/fold6/30206-7-0-16.wav
UrbanSound8K/audio/fold6/30206-7-0-17.wav
UrbanSound8K/audio/fold6/30206-7-0-18.wav
UrbanSound8K/audio/fold6/30206-7-0-19.wav
UrbanSound8K/audio/fold6/30206-7-0-2.wav
UrbanSound8K/audio/fold6/30206-7-0-20.wav
UrbanSound8K/audio/fold6/30206-7-0-21.wav
UrbanSound8K/audio/fold6/30206-7-0-22.wav
UrbanSound8K/audio/fold6/30206-7-0-23.wav
UrbanSound8K/audio/fold6/30206-7-0-24.wav
UrbanSound8K/audio/fold6/30206-7-0-25.wav
UrbanSound8K/audio/fold6/30206-7-0-26.wav
UrbanSound8K/audio/fold6/30206-7-0-27.wav
UrbanSound8K/audio/fold6/30206-7-0-28.wav
UrbanSound8K/audio/fold6/30206-7-0-29.wav
UrbanSound8K/audio/fold6/30206-7-0-3.wav
UrbanSound8K/audio/fold6/30206-7-0-30.wav
UrbanSound8K/audio/fold6/30206-7-0-31.wav
UrbanSound8K/audio/fold6/30206-7-0-32.wav
UrbanSound8K/audio/fold6/30206-7-0-33.wav
UrbanSound8K/audio/fold6/30206-7-0-34.wav
UrbanSound8K/audio/fold6/30206-7-0-35.wav
UrbanSound8K/audio/fold6/30206-7-0-36.wav
UrbanSound8K/audio/fold6/30206-7-0-37.wav
UrbanSound8K/audio/fold6/30206-7-0-38.wav
UrbanSound8K/audio/fold6/30206-7-0-39.wav
UrbanSound8K/audio/fold6/30206-7-0-4.wav
UrbanSound8K/audio/fold6/30206-7-0-5.wav
UrbanSound8K/audio/fold6/30206-7-0-6.wav
UrbanSound8K/audio/fold6/30206-7-0-7.wav
UrbanSound8K/audio/fold6/30206-7-0-8.wav
UrbanSound8K/audio/fold6/30206-7-0-9.wav
UrbanSound8K/audio/fold6/31973-9-0-43.wav
UrbanSound8K/audio/fold6/31973-9-0-51.wav
UrbanSound8K/audio/fold6/31973-9-0-56.wav
UrbanSound8K/audio/fold6/31973-9-0-57.wav
UrbanSound8K/audio/fold6/31973-9-0-64.wav
UrbanSound8K/audio/fold6/31973-9-0-71.wav
UrbanSound8K/audio/fold6/34643-4-0-0.wav
UrbanSound8K/audio/fold6/34643-4-1-0.wav
UrbanSound8K/audio/fold6/34643-4-1-1.wav
UrbanSound8K/audio/fold6/34643-4-2-0.wav
UrbanSound8K/audio/fold6/34643-4-2-1.wav
UrbanSound8K/audio/fold6/34643-4-2-2.wav
UrbanSound8K/audio/fold6/34952-8-0-0.wav
UrbanSound8K/audio/fold6/34952-8-0-1.wav
UrbanSound8K/audio/fold6/34952-8-0-2.wav
UrbanSound8K/audio/fold6/34952-8-0-3.wav
UrbanSound8K/audio/fold6/34952-8-0-4.wav
UrbanSound8K/audio/fold6/34952-8-0-5.wav
UrbanSound8K/audio/fold6/34952-8-0-6.wav
UrbanSound8K/audio/fold6/34952-8-0-7.wav
UrbanSound8K/audio/fold6/35548-9-0-10.wav
UrbanSound8K/audio/fold6/35548-9-0-21.wav
UrbanSound8K/audio/fold6/35548-9-0-23.wav
UrbanSound8K/audio/fold6/35548-9-1-14.wav
UrbanSound8K/audio/fold6/35548-9-2-7.wav
UrbanSound8K/audio/fold6/35548-9-2-9.wav
UrbanSound8K/audio/fold6/36403-6-0-0.wav
UrbanSound8K/audio/fold6/36902-3-0-0.wav
UrbanSound8K/audio/fold6/36902-3-1-0.wav
UrbanSound8K/audio/fold6/36902-3-2-0.wav
UrbanSound8K/audio/fold6/38121-3-0-0.wav
UrbanSound8K/audio/fold6/39852-5-0-0.wav
UrbanSound8K/audio/fold6/39852-5-0-1.wav
UrbanSound8K/audio/fold6/39854-5-0-0.wav
UrbanSound8K/audio/fold6/39854-5-1-0.wav
UrbanSound8K/audio/fold6/39854-5-1-1.wav
UrbanSound8K/audio/fold6/39854-5-1-2.wav
UrbanSound8K/audio/fold6/39854-5-1-3.wav
UrbanSound8K/audio/fold6/39854-5-1-4.wav
UrbanSound8K/audio/fold6/39884-5-0-0.wav
UrbanSound8K/audio/fold6/39884-5-0-1.wav
UrbanSound8K/audio/fold6/39884-5-0-2.wav
UrbanSound8K/audio/fold6/39884-5-0-3.wav
UrbanSound8K/audio/fold6/39884-5-0-4.wav
UrbanSound8K/audio/fold6/39884-5-0-5.wav
UrbanSound8K/audio/fold6/39884-5-0-6.wav
UrbanSound8K/audio/fold6/39884-5-0-7.wav
UrbanSound8K/audio/fold6/42955-9-0-12.wav
UrbanSound8K/audio/fold6/42955-9-0-14.wav
UrbanSound8K/audio/fold6/42955-9-0-18.wav
UrbanSound8K/audio/fold6/42955-9-0-19.wav
UrbanSound8K/audio/fold6/42955-9-0-22.wav
UrbanSound8K/audio/fold6/43802-1-0-0.wav
UrbanSound8K/audio/fold6/43802-1-1-0.wav
UrbanSound8K/audio/fold6/43802-1-2-0.wav
UrbanSound8K/audio/fold6/44325-9-0-18.wav
UrbanSound8K/audio/fold6/44325-9-0-21.wav
UrbanSound8K/audio/fold6/44325-9-0-35.wav
UrbanSound8K/audio/fold6/44325-9-0-67.wav
UrbanSound8K/audio/fold6/44325-9-0-72.wav
UrbanSound8K/audio/fold6/44325-9-0-78.wav
UrbanSound8K/audio/fold6/46299-2-0-0.wav
UrbanSound8K/audio/fold6/46299-2-0-16.wav
UrbanSound8K/audio/fold6/46299-2-0-21.wav
UrbanSound8K/audio/fold6/46299-2-0-22.wav
UrbanSound8K/audio/fold6/46299-2-0-36.wav
UrbanSound8K/audio/fold6/46299-2-0-48.wav
UrbanSound8K/audio/fold6/46299-2-0-8.wav
UrbanSound8K/audio/fold6/46299-2-0-9.wav
UrbanSound8K/audio/fold6/47160-0-0-0.wav
UrbanSound8K/audio/fold6/47160-0-0-1.wav
UrbanSound8K/audio/fold6/47160-0-0-2.wav
UrbanSound8K/audio/fold6/47160-0-0-3.wav
UrbanSound8K/audio/fold6/47160-0-0-4.wav
UrbanSound8K/audio/fold6/4910-3-0-0.wav
UrbanSound8K/audio/fold6/4912-3-0-0.wav
UrbanSound8K/audio/fold6/4912-3-1-0.wav
UrbanSound8K/audio/fold6/4912-3-2-0.wav
UrbanSound8K/audio/fold6/4912-3-3-0.wav
UrbanSound8K/audio/fold6/50455-5-0-0.wav
UrbanSound8K/audio/fold6/51027-3-0-7.wav
UrbanSound8K/audio/fold6/51027-3-0-9.wav
UrbanSound8K/audio/fold6/51027-3-1-1.wav
UrbanSound8K/audio/fold6/51027-3-1-4.wav
UrbanSound8K/audio/fold6/52882-2-0-0.wav
UrbanSound8K/audio/fold6/52882-2-0-11.wav
UrbanSound8K/audio/fold6/52882-2-0-3.wav
UrbanSound8K/audio/fold6/52882-2-0-4.wav
UrbanSound8K/audio/fold6/52882-2-0-6.wav
UrbanSound8K/audio/fold6/52882-2-0-7.wav
UrbanSound8K/audio/fold6/52882-2-0-8.wav
UrbanSound8K/audio/fold6/54697-7-0-0.wav
UrbanSound8K/audio/fold6/54697-7-0-1.wav
UrbanSound8K/audio/fold6/54697-7-0-2.wav
UrbanSound8K/audio/fold6/54697-7-0-3.wav
UrbanSound8K/audio/fold6/54697-7-0-4.wav
UrbanSound8K/audio/fold6/57607-1-0-0.wav
UrbanSound8K/audio/fold6/58005-4-0-13.wav
UrbanSound8K/audio/fold6/58005-4-0-17.wav
UrbanSound8K/audio/fold6/58005-4-0-23.wav
UrbanSound8K/audio/fold6/58005-4-0-24.wav
UrbanSound8K/audio/fold6/58005-4-0-26.wav
UrbanSound8K/audio/fold6/58005-4-0-30.wav
UrbanSound8K/audio/fold6/58005-4-0-32.wav
UrbanSound8K/audio/fold6/58005-4-0-34.wav
UrbanSound8K/audio/fold6/58005-4-0-40.wav
UrbanSound8K/audio/fold6/58005-4-0-41.wav
UrbanSound8K/audio/fold6/58005-4-0-44.wav
UrbanSound8K/audio/fold6/58005-4-0-45.wav
UrbanSound8K/audio/fold6/58005-4-0-51.wav
UrbanSound8K/audio/fold6/58005-4-0-55.wav
UrbanSound8K/audio/fold6/58005-4-0-63.wav
UrbanSound8K/audio/fold6/58005-4-0-68.wav
UrbanSound8K/audio/fold6/58005-4-0-70.wav
UrbanSound8K/audio/fold6/58005-4-0-76.wav
UrbanSound8K/audio/fold6/62564-5-0-0.wav
UrbanSound8K/audio/fold6/62564-5-0-1.wav
UrbanSound8K/audio/fold6/62564-5-0-10.wav
UrbanSound8K/audio/fold6/62564-5-0-2.wav
UrbanSound8K/audio/fold6/62564-5-0-3.wav
UrbanSound8K/audio/fold6/62564-5-0-4.wav
UrbanSound8K/audio/fold6/62564-5-0-5.wav
UrbanSound8K/audio/fold6/62564-5-0-6.wav
UrbanSound8K/audio/fold6/62564-5-0-7.wav
UrbanSound8K/audio/fold6/62564-5-0-8.wav
UrbanSound8K/audio/fold6/62564-5-0-9.wav
UrbanSound8K/audio/fold6/63724-0-0-0.wav
UrbanSound8K/audio/fold6/63724-0-0-1.wav
UrbanSound8K/audio/fold6/63724-0-0-10.wav
UrbanSound8K/audio/fold6/63724-0-0-11.wav
UrbanSound8K/audio/fold6/63724-0-0-12.wav
UrbanSound8K/audio/fold6/63724-0-0-13.wav
UrbanSound8K/audio/fold6/63724-0-0-14.wav
UrbanSound8K/audio/fold6/63724-0-0-15.wav
UrbanSound8K/audio/fold6/63724-0-0-16.wav
UrbanSound8K/audio/fold6/63724-0-0-2.wav
UrbanSound8K/audio/fold6/63724-0-0-3.wav
UrbanSound8K/audio/fold6/63724-0-0-4.wav
UrbanSound8K/audio/fold6/63724-0-0-5.wav
UrbanSound8K/audio/fold6/63724-0-0-6.wav
UrbanSound8K/audio/fold6/63724-0-0-7.wav
UrbanSound8K/audio/fold6/63724-0-0-8.wav
UrbanSound8K/audio/fold6/63724-0-0-9.wav
UrbanSound8K/audio/fold6/64346-6-0-0.wav
UrbanSound8K/audio/fold6/66000-9-0-0.wav
UrbanSound8K/audio/fold6/66000-9-0-1.wav
UrbanSound8K/audio/fold6/66000-9-0-2.wav
UrbanSound8K/audio/fold6/66000-9-0-3.wav
UrbanSound8K/audio/fold6/66000-9-0-6.wav
UrbanSound8K/audio/fold6/66000-9-0-8.wav
UrbanSound8K/audio/fold6/66623-4-0-0.wav
UrbanSound8K/audio/fold6/66623-4-0-1.wav
UrbanSound8K/audio/fold6/66623-4-0-2.wav
UrbanSound8K/audio/fold6/66623-4-0-3.wav
UrbanSound8K/audio/fold6/66623-4-0-4.wav
UrbanSound8K/audio/fold6/66623-4-0-5.wav
UrbanSound8K/audio/fold6/66623-4-0-6.wav
UrbanSound8K/audio/fold6/68657-1-0-0.wav
UrbanSound8K/audio/fold6/69962-2-0-11.wav
UrbanSound8K/audio/fold6/69962-2-0-15.wav
UrbanSound8K/audio/fold6/69962-2-0-16.wav
UrbanSound8K/audio/fold6/69962-2-0-17.wav
UrbanSound8K/audio/fold6/69962-2-0-2.wav
UrbanSound8K/audio/fold6/69962-2-0-20.wav
UrbanSound8K/audio/fold6/69962-2-0-22.wav
UrbanSound8K/audio/fold6/69962-2-0-25.wav
UrbanSound8K/audio/fold6/70740-8-0-0.wav
UrbanSound8K/audio/fold6/71079-4-0-0.wav
UrbanSound8K/audio/fold6/71079-4-1-0.wav
UrbanSound8K/audio/fold6/71088-4-0-0.wav
UrbanSound8K/audio/fold6/71088-4-1-0.wav
UrbanSound8K/audio/fold6/71088-4-2-0.wav
UrbanSound8K/audio/fold6/74726-8-0-0.wav
UrbanSound8K/audio/fold6/74726-8-0-1.wav
UrbanSound8K/audio/fold6/74726-8-0-10.wav
UrbanSound8K/audio/fold6/74726-8-0-11.wav
UrbanSound8K/audio/fold6/74726-8-0-12.wav
UrbanSound8K/audio/fold6/74726-8-0-13.wav
UrbanSound8K/audio/fold6/74726-8-0-14.wav
UrbanSound8K/audio/fold6/74726-8-0-15.wav
UrbanSound8K/audio/fold6/74726-8-0-16.wav
UrbanSound8K/audio/fold6/74726-8-0-2.wav
UrbanSound8K/audio/fold6/74726-8-0-3.wav
UrbanSound8K/audio/fold6/74726-8-0-4.wav
UrbanSound8K/audio/fold6/74726-8-0-5.wav
UrbanSound8K/audio/fold6/74726-8-0-6.wav
UrbanSound8K/audio/fold6/74726-8-0-7.wav
UrbanSound8K/audio/fold6/74726-8-0-8.wav
UrbanSound8K/audio/fold6/74726-8-0-9.wav
UrbanSound8K/audio/fold6/74726-8-1-0.wav
UrbanSound8K/audio/fold6/74726-8-1-1.wav
UrbanSound8K/audio/fold6/74726-8-1-2.wav
UrbanSound8K/audio/fold6/74726-8-2-0.wav
UrbanSound8K/audio/fold6/74726-8-2-1.wav
UrbanSound8K/audio/fold6/74726-8-2-2.wav
UrbanSound8K/audio/fold6/74726-8-2-3.wav
UrbanSound8K/audio/fold6/74726-8-2-4.wav
UrbanSound8K/audio/fold6/74726-8-2-5.wav
UrbanSound8K/audio/fold6/75490-8-0-0.wav
UrbanSound8K/audio/fold6/75490-8-0-1.wav
UrbanSound8K/audio/fold6/75490-8-0-2.wav
UrbanSound8K/audio/fold6/75490-8-1-0.wav
UrbanSound8K/audio/fold6/75490-8-1-1.wav
UrbanSound8K/audio/fold6/78651-5-0-0.wav
UrbanSound8K/audio/fold6/78651-5-0-1.wav
UrbanSound8K/audio/fold6/78651-5-0-10.wav
UrbanSound8K/audio/fold6/78651-5-0-11.wav
UrbanSound8K/audio/fold6/78651-5-0-12.wav
UrbanSound8K/audio/fold6/78651-5-0-13.wav
UrbanSound8K/audio/fold6/78651-5-0-14.wav
UrbanSound8K/audio/fold6/78651-5-0-15.wav
UrbanSound8K/audio/fold6/78651-5-0-16.wav
UrbanSound8K/audio/fold6/78651-5-0-17.wav
UrbanSound8K/audio/fold6/78651-5-0-2.wav
UrbanSound8K/audio/fold6/78651-5-0-3.wav
UrbanSound8K/audio/fold6/78651-5-0-4.wav
UrbanSound8K/audio/fold6/78651-5-0-5.wav
UrbanSound8K/audio/fold6/78651-5-0-6.wav
UrbanSound8K/audio/fold6/78651-5-0-7.wav
UrbanSound8K/audio/fold6/78651-5-0-8.wav
UrbanSound8K/audio/fold6/78651-5-0-9.wav
UrbanSound8K/audio/fold6/82317-1-0-0.wav
UrbanSound8K/audio/fold6/82368-2-0-0.wav
UrbanSound8K/audio/fold6/82368-2-0-1.wav
UrbanSound8K/audio/fold6/82368-2-0-10.wav
UrbanSound8K/audio/fold6/82368-2-0-17.wav
UrbanSound8K/audio/fold6/82368-2-0-23.wav
UrbanSound8K/audio/fold6/82368-2-0-25.wav
UrbanSound8K/audio/fold6/82368-2-0-30.wav
UrbanSound8K/audio/fold6/82368-2-0-7.wav
UrbanSound8K/audio/fold6/83680-5-0-0.wav
UrbanSound8K/audio/fold6/83680-5-0-1.wav
UrbanSound8K/audio/fold6/83680-5-0-2.wav
UrbanSound8K/audio/fold6/83680-5-0-3.wav
UrbanSound8K/audio/fold6/85249-2-0-10.wav
UrbanSound8K/audio/fold6/85249-2-0-14.wav
UrbanSound8K/audio/fold6/85249-2-0-25.wav
UrbanSound8K/audio/fold6/85249-2-0-29.wav
UrbanSound8K/audio/fold6/85249-2-0-61.wav
UrbanSound8K/audio/fold6/85249-2-0-62.wav
UrbanSound8K/audio/fold6/85249-2-0-68.wav
UrbanSound8K/audio/fold6/85249-2-0-79.wav
UrbanSound8K/audio/fold6/89442-9-0-14.wav
UrbanSound8K/audio/fold6/89442-9-0-17.wav
UrbanSound8K/audio/fold6/89442-9-0-34.wav
UrbanSound8K/audio/fold6/89442-9-0-5.wav
UrbanSound8K/audio/fold6/89442-9-0-6.wav
UrbanSound8K/audio/fold6/89442-9-0-7.wav
UrbanSound8K/audio/fold6/9032-3-0-0.wav
UrbanSound8K/audio/fold6/9032-3-1-0.wav
UrbanSound8K/audio/fold6/9032-3-2-0.wav
UrbanSound8K/audio/fold6/94632-5-0-0.wav
UrbanSound8K/audio/fold6/94632-5-0-10.wav
UrbanSound8K/audio/fold6/94632-5-0-13.wav
UrbanSound8K/audio/fold6/94632-5-0-14.wav
UrbanSound8K/audio/fold6/94632-5-0-15.wav
UrbanSound8K/audio/fold6/94632-5-0-2.wav
UrbanSound8K/audio/fold6/94632-5-0-21.wav
UrbanSound8K/audio/fold6/94632-5-0-22.wav
UrbanSound8K/audio/fold6/94632-5-0-25.wav
UrbanSound8K/audio/fold6/94632-5-0-27.wav
UrbanSound8K/audio/fold6/94632-5-0-28.wav
UrbanSound8K/audio/fold6/94632-5-0-29.wav
UrbanSound8K/audio/fold6/94632-5-0-31.wav
UrbanSound8K/audio/fold6/94632-5-0-33.wav
UrbanSound8K/audio/fold6/94632-5-0-34.wav
UrbanSound8K/audio/fold6/94632-5-0-6.wav
UrbanSound8K/audio/fold6/94632-5-0-8.wav
UrbanSound8K/audio/fold6/94632-5-0-9.wav
UrbanSound8K/audio/fold6/94632-5-1-11.wav
UrbanSound8K/audio/fold6/94632-5-1-13.wav
UrbanSound8K/audio/fold6/94632-5-1-14.wav
UrbanSound8K/audio/fold6/94632-5-1-17.wav
UrbanSound8K/audio/fold6/94632-5-1-18.wav
UrbanSound8K/audio/fold6/94632-5-1-19.wav
UrbanSound8K/audio/fold6/94632-5-1-2.wav
UrbanSound8K/audio/fold6/94632-5-1-23.wav
UrbanSound8K/audio/fold6/94632-5-1-26.wav
UrbanSound8K/audio/fold6/94632-5-1-28.wav
UrbanSound8K/audio/fold6/94632-5-1-30.wav
UrbanSound8K/audio/fold6/94632-5-1-7.wav
UrbanSound8K/audio/fold6/94632-5-1-9.wav
UrbanSound8K/audio/fold6/95532-3-0-0.wav
UrbanSound8K/audio/fold6/95536-3-0-1.wav
UrbanSound8K/audio/fold6/95536-3-0-2.wav
UrbanSound8K/audio/fold6/95536-3-0-4.wav
UrbanSound8K/audio/fold6/95536-3-0-5.wav
UrbanSound8K/audio/fold6/97331-2-0-13.wav
UrbanSound8K/audio/fold6/97331-2-0-17.wav
UrbanSound8K/audio/fold6/97331-2-0-20.wav
UrbanSound8K/audio/fold6/97331-2-0-35.wav
UrbanSound8K/audio/fold6/97331-2-0-50.wav
UrbanSound8K/audio/fold6/97331-2-0-55.wav
UrbanSound8K/audio/fold6/97331-2-0-59.wav
UrbanSound8K/audio/fold6/97331-2-0-98.wav
UrbanSound8K/audio/fold6/97392-3-0-0.wav
UrbanSound8K/audio/fold6/98263-9-0-1.wav
UrbanSound8K/audio/fold6/98263-9-0-10.wav
UrbanSound8K/audio/fold6/98263-9-0-22.wav
UrbanSound8K/audio/fold6/98263-9-0-24.wav
UrbanSound8K/audio/fold6/98263-9-0-33.wav
UrbanSound8K/audio/fold6/98263-9-0-35.wav
UrbanSound8K/audio/fold6/98680-9-0-11.wav
UrbanSound8K/audio/fold6/98680-9-0-14.wav
UrbanSound8K/audio/fold6/98680-9-0-2.wav
UrbanSound8K/audio/fold6/98680-9-0-3.wav
UrbanSound8K/audio/fold6/98680-9-0-5.wav
UrbanSound8K/audio/fold6/99710-9-0-11.wav
UrbanSound8K/audio/fold6/99710-9-0-12.wav
UrbanSound8K/audio/fold6/99710-9-0-16.wav
UrbanSound8K/audio/fold6/99710-9-0-2.wav
UrbanSound8K/audio/fold6/99710-9-0-5.wav
UrbanSound8K/audio/fold6/99710-9-0-6.wav
UrbanSound8K/audio/fold7/
UrbanSound8K/audio/fold7/.DS_Store
UrbanSound8K/audio/fold7/101848-9-0-0.wav
UrbanSound8K/audio/fold7/101848-9-0-1.wav
UrbanSound8K/audio/fold7/101848-9-0-2.wav
UrbanSound8K/audio/fold7/101848-9-0-3.wav
UrbanSound8K/audio/fold7/101848-9-0-8.wav
UrbanSound8K/audio/fold7/101848-9-0-9.wav
UrbanSound8K/audio/fold7/102853-8-0-0.wav
UrbanSound8K/audio/fold7/102853-8-0-1.wav
UrbanSound8K/audio/fold7/102853-8-0-2.wav
UrbanSound8K/audio/fold7/102853-8-0-3.wav
UrbanSound8K/audio/fold7/102853-8-0-4.wav
UrbanSound8K/audio/fold7/102853-8-0-5.wav
UrbanSound8K/audio/fold7/102853-8-0-6.wav
UrbanSound8K/audio/fold7/102853-8-1-0.wav
UrbanSound8K/audio/fold7/104625-4-0-15.wav
UrbanSound8K/audio/fold7/104625-4-0-21.wav
UrbanSound8K/audio/fold7/104625-4-0-27.wav
UrbanSound8K/audio/fold7/104625-4-0-29.wav
UrbanSound8K/audio/fold7/104625-4-0-3.wav
UrbanSound8K/audio/fold7/104625-4-0-35.wav
UrbanSound8K/audio/fold7/104625-4-0-40.wav
UrbanSound8K/audio/fold7/104625-4-0-41.wav
UrbanSound8K/audio/fold7/104625-4-0-45.wav
UrbanSound8K/audio/fold7/104625-4-0-48.wav
UrbanSound8K/audio/fold7/104625-4-0-51.wav
UrbanSound8K/audio/fold7/104625-4-0-52.wav
UrbanSound8K/audio/fold7/104625-4-0-53.wav
UrbanSound8K/audio/fold7/104625-4-0-55.wav
UrbanSound8K/audio/fold7/104625-4-0-57.wav
UrbanSound8K/audio/fold7/104625-4-0-66.wav
UrbanSound8K/audio/fold7/104625-4-1-20.wav
UrbanSound8K/audio/fold7/104625-4-1-8.wav
UrbanSound8K/audio/fold7/105289-8-0-0.wav
UrbanSound8K/audio/fold7/105289-8-0-1.wav
UrbanSound8K/audio/fold7/105289-8-0-2.wav
UrbanSound8K/audio/fold7/105289-8-0-3.wav
UrbanSound8K/audio/fold7/105289-8-0-4.wav
UrbanSound8K/audio/fold7/105289-8-0-5.wav
UrbanSound8K/audio/fold7/105289-8-1-0.wav
UrbanSound8K/audio/fold7/105289-8-1-1.wav
UrbanSound8K/audio/fold7/105289-8-1-2.wav
UrbanSound8K/audio/fold7/105289-8-1-3.wav
UrbanSound8K/audio/fold7/105289-8-1-4.wav
UrbanSound8K/audio/fold7/105289-8-2-0.wav
UrbanSound8K/audio/fold7/105289-8-2-1.wav
UrbanSound8K/audio/fold7/105289-8-2-2.wav
UrbanSound8K/audio/fold7/105289-8-2-3.wav
UrbanSound8K/audio/fold7/105289-8-2-4.wav
UrbanSound8K/audio/fold7/105289-8-2-5.wav
UrbanSound8K/audio/fold7/105289-8-2-6.wav
UrbanSound8K/audio/fold7/105289-8-2-7.wav
UrbanSound8K/audio/fold7/107357-8-0-0.wav
UrbanSound8K/audio/fold7/107357-8-0-1.wav
UrbanSound8K/audio/fold7/107357-8-0-2.wav
UrbanSound8K/audio/fold7/107357-8-0-3.wav
UrbanSound8K/audio/fold7/107357-8-0-4.wav
UrbanSound8K/audio/fold7/107357-8-0-5.wav
UrbanSound8K/audio/fold7/107357-8-0-6.wav
UrbanSound8K/audio/fold7/107357-8-0-7.wav
UrbanSound8K/audio/fold7/107357-8-0-8.wav
UrbanSound8K/audio/fold7/107357-8-1-0.wav
UrbanSound8K/audio/fold7/107357-8-1-1.wav
UrbanSound8K/audio/fold7/107357-8-1-10.wav
UrbanSound8K/audio/fold7/107357-8-1-11.wav
UrbanSound8K/audio/fold7/107357-8-1-12.wav
UrbanSound8K/audio/fold7/107357-8-1-13.wav
UrbanSound8K/audio/fold7/107357-8-1-14.wav
UrbanSound8K/audio/fold7/107357-8-1-15.wav
UrbanSound8K/audio/fold7/107357-8-1-16.wav
UrbanSound8K/audio/fold7/107357-8-1-17.wav
UrbanSound8K/audio/fold7/107357-8-1-18.wav
UrbanSound8K/audio/fold7/107357-8-1-2.wav
UrbanSound8K/audio/fold7/107357-8-1-3.wav
UrbanSound8K/audio/fold7/107357-8-1-4.wav
UrbanSound8K/audio/fold7/107357-8-1-5.wav
UrbanSound8K/audio/fold7/107357-8-1-6.wav
UrbanSound8K/audio/fold7/107357-8-1-7.wav
UrbanSound8K/audio/fold7/107357-8-1-8.wav
UrbanSound8K/audio/fold7/107357-8-1-9.wav
UrbanSound8K/audio/fold7/110918-3-0-1.wav
UrbanSound8K/audio/fold7/110918-3-0-26.wav
UrbanSound8K/audio/fold7/110918-3-0-40.wav
UrbanSound8K/audio/fold7/110918-3-0-9.wav
UrbanSound8K/audio/fold7/115242-9-0-14.wav
UrbanSound8K/audio/fold7/115242-9-0-44.wav
UrbanSound8K/audio/fold7/115242-9-0-55.wav
UrbanSound8K/audio/fold7/115242-9-0-68.wav
UrbanSound8K/audio/fold7/115242-9-0-70.wav
UrbanSound8K/audio/fold7/115242-9-0-83.wav
UrbanSound8K/audio/fold7/115411-3-0-0.wav
UrbanSound8K/audio/fold7/115411-3-2-0.wav
UrbanSound8K/audio/fold7/115411-3-3-0.wav
UrbanSound8K/audio/fold7/116485-3-0-4.wav
UrbanSound8K/audio/fold7/116485-3-0-6.wav
UrbanSound8K/audio/fold7/116485-3-2-0.wav
UrbanSound8K/audio/fold7/116485-3-2-4.wav
UrbanSound8K/audio/fold7/118587-3-0-2.wav
UrbanSound8K/audio/fold7/118587-3-0-21.wav
UrbanSound8K/audio/fold7/118587-3-0-6.wav
UrbanSound8K/audio/fold7/123685-5-0-0.wav
UrbanSound8K/audio/fold7/123685-5-0-1.wav
UrbanSound8K/audio/fold7/123685-5-0-2.wav
UrbanSound8K/audio/fold7/123685-5-0-3.wav
UrbanSound8K/audio/fold7/123685-5-0-4.wav
UrbanSound8K/audio/fold7/123685-5-0-5.wav
UrbanSound8K/audio/fold7/123685-5-0-6.wav
UrbanSound8K/audio/fold7/123685-5-0-7.wav
UrbanSound8K/audio/fold7/123685-5-0-8.wav
UrbanSound8K/audio/fold7/127443-4-0-0.wav
UrbanSound8K/audio/fold7/127443-4-0-1.wav
UrbanSound8K/audio/fold7/127443-4-0-10.wav
UrbanSound8K/audio/fold7/127443-4-0-11.wav
UrbanSound8K/audio/fold7/127443-4-0-12.wav
UrbanSound8K/audio/fold7/127443-4-0-2.wav
UrbanSound8K/audio/fold7/127443-4-0-3.wav
UrbanSound8K/audio/fold7/127443-4-0-4.wav
UrbanSound8K/audio/fold7/127443-4-0-5.wav
UrbanSound8K/audio/fold7/127443-4-0-6.wav
UrbanSound8K/audio/fold7/127443-4-0-7.wav
UrbanSound8K/audio/fold7/127443-4-0-8.wav
UrbanSound8K/audio/fold7/127443-4-0-9.wav
UrbanSound8K/audio/fold7/130961-4-0-0.wav
UrbanSound8K/audio/fold7/130961-4-1-1.wav
UrbanSound8K/audio/fold7/130961-4-1-2.wav
UrbanSound8K/audio/fold7/130961-4-1-3.wav
UrbanSound8K/audio/fold7/130961-4-1-4.wav
UrbanSound8K/audio/fold7/130961-4-2-1.wav
UrbanSound8K/audio/fold7/130961-4-2-2.wav
UrbanSound8K/audio/fold7/130961-4-3-0.wav
UrbanSound8K/audio/fold7/130961-4-3-1.wav
UrbanSound8K/audio/fold7/130961-4-3-2.wav
UrbanSound8K/audio/fold7/130961-4-4-0.wav
UrbanSound8K/audio/fold7/130961-4-5-0.wav
UrbanSound8K/audio/fold7/130961-4-5-1.wav
UrbanSound8K/audio/fold7/130961-4-5-2.wav
UrbanSound8K/audio/fold7/130961-4-5-3.wav
UrbanSound8K/audio/fold7/130961-4-5-4.wav
UrbanSound8K/audio/fold7/130961-4-5-5.wav
UrbanSound8K/audio/fold7/135527-6-0-0.wav
UrbanSound8K/audio/fold7/135527-6-1-0.wav
UrbanSound8K/audio/fold7/135527-6-10-0.wav
UrbanSound8K/audio/fold7/135527-6-11-0.wav
UrbanSound8K/audio/fold7/135527-6-12-0.wav
UrbanSound8K/audio/fold7/135527-6-13-0.wav
UrbanSound8K/audio/fold7/135527-6-14-0.wav
UrbanSound8K/audio/fold7/135527-6-14-1.wav
UrbanSound8K/audio/fold7/135527-6-14-10.wav
UrbanSound8K/audio/fold7/135527-6-14-2.wav
UrbanSound8K/audio/fold7/135527-6-14-3.wav
UrbanSound8K/audio/fold7/135527-6-14-4.wav
UrbanSound8K/audio/fold7/135527-6-14-5.wav
UrbanSound8K/audio/fold7/135527-6-14-6.wav
UrbanSound8K/audio/fold7/135527-6-14-7.wav
UrbanSound8K/audio/fold7/135527-6-14-8.wav
UrbanSound8K/audio/fold7/135527-6-14-9.wav
UrbanSound8K/audio/fold7/135527-6-2-0.wav
UrbanSound8K/audio/fold7/135527-6-3-0.wav
UrbanSound8K/audio/fold7/135527-6-4-0.wav
UrbanSound8K/audio/fold7/135527-6-5-0.wav
UrbanSound8K/audio/fold7/135527-6-6-0.wav
UrbanSound8K/audio/fold7/135527-6-7-0.wav
UrbanSound8K/audio/fold7/135527-6-8-0.wav
UrbanSound8K/audio/fold7/135527-6-9-0.wav
UrbanSound8K/audio/fold7/135849-4-0-0.wav
UrbanSound8K/audio/fold7/14524-1-0-0.wav
UrbanSound8K/audio/fold7/146845-0-0-0.wav
UrbanSound8K/audio/fold7/146845-0-0-1.wav
UrbanSound8K/audio/fold7/146845-0-0-10.wav
UrbanSound8K/audio/fold7/146845-0-0-11.wav
UrbanSound8K/audio/fold7/146845-0-0-12.wav
UrbanSound8K/audio/fold7/146845-0-0-13.wav
UrbanSound8K/audio/fold7/146845-0-0-14.wav
UrbanSound8K/audio/fold7/146845-0-0-15.wav
UrbanSound8K/audio/fold7/146845-0-0-16.wav
UrbanSound8K/audio/fold7/146845-0-0-17.wav
UrbanSound8K/audio/fold7/146845-0-0-18.wav
UrbanSound8K/audio/fold7/146845-0-0-19.wav
UrbanSound8K/audio/fold7/146845-0-0-2.wav
UrbanSound8K/audio/fold7/146845-0-0-20.wav
UrbanSound8K/audio/fold7/146845-0-0-21.wav
UrbanSound8K/audio/fold7/146845-0-0-22.wav
UrbanSound8K/audio/fold7/146845-0-0-24.wav
UrbanSound8K/audio/fold7/146845-0-0-25.wav
UrbanSound8K/audio/fold7/146845-0-0-26.wav
UrbanSound8K/audio/fold7/146845-0-0-27.wav
UrbanSound8K/audio/fold7/146845-0-0-3.wav
UrbanSound8K/audio/fold7/146845-0-0-30.wav
UrbanSound8K/audio/fold7/146845-0-0-31.wav
UrbanSound8K/audio/fold7/146845-0-0-32.wav
UrbanSound8K/audio/fold7/146845-0-0-33.wav
UrbanSound8K/audio/fold7/146845-0-0-35.wav
UrbanSound8K/audio/fold7/146845-0-0-36.wav
UrbanSound8K/audio/fold7/146845-0-0-5.wav
UrbanSound8K/audio/fold7/146845-0-0-6.wav
UrbanSound8K/audio/fold7/146845-0-0-7.wav
UrbanSound8K/audio/fold7/146845-0-0-8.wav
UrbanSound8K/audio/fold7/146845-0-0-9.wav
UrbanSound8K/audio/fold7/147317-6-0-0.wav
UrbanSound8K/audio/fold7/14772-7-0-0.wav
UrbanSound8K/audio/fold7/14772-7-1-0.wav
UrbanSound8K/audio/fold7/14772-7-2-0.wav
UrbanSound8K/audio/fold7/14772-7-3-0.wav
UrbanSound8K/audio/fold7/14772-7-4-0.wav
UrbanSound8K/audio/fold7/14772-7-5-0.wav
UrbanSound8K/audio/fold7/14772-7-6-0.wav
UrbanSound8K/audio/fold7/14772-7-7-0.wav
UrbanSound8K/audio/fold7/14772-7-8-0.wav
UrbanSound8K/audio/fold7/14772-7-9-0.wav
UrbanSound8K/audio/fold7/148827-6-0-0.wav
UrbanSound8K/audio/fold7/148827-6-1-0.wav
UrbanSound8K/audio/fold7/148827-6-2-0.wav
UrbanSound8K/audio/fold7/148827-6-3-0.wav
UrbanSound8K/audio/fold7/148827-6-4-0.wav
UrbanSound8K/audio/fold7/148828-6-0-0.wav
UrbanSound8K/audio/fold7/148828-6-1-0.wav
UrbanSound8K/audio/fold7/149193-5-0-0.wav
UrbanSound8K/audio/fold7/149193-5-0-1.wav
UrbanSound8K/audio/fold7/149193-5-0-2.wav
UrbanSound8K/audio/fold7/149193-5-0-3.wav
UrbanSound8K/audio/fold7/149193-5-0-4.wav
UrbanSound8K/audio/fold7/149193-5-0-5.wav
UrbanSound8K/audio/fold7/151065-6-0-0.wav
UrbanSound8K/audio/fold7/153057-1-0-0.wav
UrbanSound8K/audio/fold7/155238-2-0-17.wav
UrbanSound8K/audio/fold7/155238-2-0-3.wav
UrbanSound8K/audio/fold7/155238-2-0-31.wav
UrbanSound8K/audio/fold7/155238-2-0-36.wav
UrbanSound8K/audio/fold7/155238-2-0-47.wav
UrbanSound8K/audio/fold7/155238-2-0-67.wav
UrbanSound8K/audio/fold7/155238-2-0-75.wav
UrbanSound8K/audio/fold7/155238-2-0-97.wav
UrbanSound8K/audio/fold7/155299-3-0-1.wav
UrbanSound8K/audio/fold7/155299-3-1-0.wav
UrbanSound8K/audio/fold7/155299-3-1-1.wav
UrbanSound8K/audio/fold7/155299-3-1-2.wav
UrbanSound8K/audio/fold7/155314-3-0-1.wav
UrbanSound8K/audio/fold7/155314-3-0-2.wav
UrbanSound8K/audio/fold7/155314-3-0-5.wav
UrbanSound8K/audio/fold7/155315-3-0-0.wav
UrbanSound8K/audio/fold7/156091-1-0-0.wav
UrbanSound8K/audio/fold7/157940-9-0-0.wav
UrbanSound8K/audio/fold7/157940-9-0-2.wav
UrbanSound8K/audio/fold7/157940-9-0-3.wav
UrbanSound8K/audio/fold7/157940-9-0-4.wav
UrbanSound8K/audio/fold7/157940-9-0-5.wav
UrbanSound8K/audio/fold7/157940-9-0-6.wav
UrbanSound8K/audio/fold7/157950-3-0-0.wav
UrbanSound8K/audio/fold7/158593-2-0-0.wav
UrbanSound8K/audio/fold7/158593-2-0-31.wav
UrbanSound8K/audio/fold7/158593-2-0-43.wav
UrbanSound8K/audio/fold7/158593-2-0-47.wav
UrbanSound8K/audio/fold7/158593-2-0-52.wav
UrbanSound8K/audio/fold7/158593-2-0-54.wav
UrbanSound8K/audio/fold7/158593-2-0-8.wav
UrbanSound8K/audio/fold7/158978-6-0-0.wav
UrbanSound8K/audio/fold7/159705-6-0-0.wav
UrbanSound8K/audio/fold7/159708-6-0-0.wav
UrbanSound8K/audio/fold7/159708-6-1-0.wav
UrbanSound8K/audio/fold7/159708-6-2-0.wav
UrbanSound8K/audio/fold7/159708-6-3-0.wav
UrbanSound8K/audio/fold7/159708-6-4-0.wav
UrbanSound8K/audio/fold7/159708-6-5-0.wav
UrbanSound8K/audio/fold7/159708-6-6-0.wav
UrbanSound8K/audio/fold7/162728-1-0-0.wav
UrbanSound8K/audio/fold7/164627-1-0-0.wav
UrbanSound8K/audio/fold7/164797-2-0-16.wav
UrbanSound8K/audio/fold7/164797-2-0-29.wav
UrbanSound8K/audio/fold7/164797-2-0-32.wav
UrbanSound8K/audio/fold7/164797-2-0-44.wav
UrbanSound8K/audio/fold7/164797-2-0-47.wav
UrbanSound8K/audio/fold7/164797-2-0-50.wav
UrbanSound8K/audio/fold7/164797-2-0-8.wav
UrbanSound8K/audio/fold7/165192-9-0-118.wav
UrbanSound8K/audio/fold7/165192-9-0-146.wav
UrbanSound8K/audio/fold7/165192-9-0-160.wav
UrbanSound8K/audio/fold7/165192-9-0-5.wav
UrbanSound8K/audio/fold7/165192-9-0-76.wav
UrbanSound8K/audio/fold7/165192-9-0-87.wav
UrbanSound8K/audio/fold7/165529-2-0-18.wav
UrbanSound8K/audio/fold7/165529-2-0-3.wav
UrbanSound8K/audio/fold7/165529-2-0-6.wav
UrbanSound8K/audio/fold7/165529-2-0-70.wav
UrbanSound8K/audio/fold7/165529-2-0-73.wav
UrbanSound8K/audio/fold7/165529-2-0-8.wav
UrbanSound8K/audio/fold7/165529-2-0-90.wav
UrbanSound8K/audio/fold7/165644-4-0-0.wav
UrbanSound8K/audio/fold7/165644-4-0-1.wav
UrbanSound8K/audio/fold7/168846-5-0-0.wav
UrbanSound8K/audio/fold7/168846-5-0-1.wav
UrbanSound8K/audio/fold7/168846-5-0-2.wav
UrbanSound8K/audio/fold7/168846-5-1-0.wav
UrbanSound8K/audio/fold7/168846-5-1-1.wav
UrbanSound8K/audio/fold7/168846-5-1-10.wav
UrbanSound8K/audio/fold7/168846-5-1-11.wav
UrbanSound8K/audio/fold7/168846-5-1-12.wav
UrbanSound8K/audio/fold7/168846-5-1-13.wav
UrbanSound8K/audio/fold7/168846-5-1-14.wav
UrbanSound8K/audio/fold7/168846-5-1-2.wav
UrbanSound8K/audio/fold7/168846-5-1-3.wav
UrbanSound8K/audio/fold7/168846-5-1-4.wav
UrbanSound8K/audio/fold7/168846-5-1-5.wav
UrbanSound8K/audio/fold7/168846-5-1-6.wav
UrbanSound8K/audio/fold7/168846-5-1-7.wav
UrbanSound8K/audio/fold7/168846-5-1-8.wav
UrbanSound8K/audio/fold7/168846-5-1-9.wav
UrbanSound8K/audio/fold7/170243-1-0-0.wav
UrbanSound8K/audio/fold7/171165-9-0-103.wav
UrbanSound8K/audio/fold7/171165-9-0-15.wav
UrbanSound8K/audio/fold7/171165-9-0-19.wav
UrbanSound8K/audio/fold7/171165-9-0-54.wav
UrbanSound8K/audio/fold7/171165-9-0-70.wav
UrbanSound8K/audio/fold7/171165-9-0-84.wav
UrbanSound8K/audio/fold7/171184-9-0-17.wav
UrbanSound8K/audio/fold7/171184-9-0-18.wav
UrbanSound8K/audio/fold7/171184-9-0-19.wav
UrbanSound8K/audio/fold7/171184-9-0-23.wav
UrbanSound8K/audio/fold7/171184-9-0-6.wav
UrbanSound8K/audio/fold7/171184-9-0-7.wav
UrbanSound8K/audio/fold7/173891-9-0-1.wav
UrbanSound8K/audio/fold7/173891-9-0-10.wav
UrbanSound8K/audio/fold7/173891-9-0-11.wav
UrbanSound8K/audio/fold7/173891-9-0-17.wav
UrbanSound8K/audio/fold7/173891-9-0-2.wav
UrbanSound8K/audio/fold7/173891-9-0-7.wav
UrbanSound8K/audio/fold7/174284-6-0-0.wav
UrbanSound8K/audio/fold7/174284-6-1-0.wav
UrbanSound8K/audio/fold7/174284-6-2-0.wav
UrbanSound8K/audio/fold7/175296-2-0-123.wav
UrbanSound8K/audio/fold7/175296-2-0-128.wav
UrbanSound8K/audio/fold7/175296-2-0-140.wav
UrbanSound8K/audio/fold7/175296-2-0-212.wav
UrbanSound8K/audio/fold7/175296-2-0-3.wav
UrbanSound8K/audio/fold7/175296-2-0-54.wav
UrbanSound8K/audio/fold7/175296-2-0-76.wav
UrbanSound8K/audio/fold7/175296-2-0-86.wav
UrbanSound8K/audio/fold7/177537-7-0-0.wav
UrbanSound8K/audio/fold7/177537-7-0-1.wav
UrbanSound8K/audio/fold7/177537-7-0-10.wav
UrbanSound8K/audio/fold7/177537-7-0-11.wav
UrbanSound8K/audio/fold7/177537-7-0-12.wav
UrbanSound8K/audio/fold7/177537-7-0-13.wav
UrbanSound8K/audio/fold7/177537-7-0-14.wav
UrbanSound8K/audio/fold7/177537-7-0-15.wav
UrbanSound8K/audio/fold7/177537-7-0-16.wav
UrbanSound8K/audio/fold7/177537-7-0-17.wav
UrbanSound8K/audio/fold7/177537-7-0-18.wav
UrbanSound8K/audio/fold7/177537-7-0-19.wav
UrbanSound8K/audio/fold7/177537-7-0-2.wav
UrbanSound8K/audio/fold7/177537-7-0-20.wav
UrbanSound8K/audio/fold7/177537-7-0-21.wav
UrbanSound8K/audio/fold7/177537-7-0-22.wav
UrbanSound8K/audio/fold7/177537-7-0-23.wav
UrbanSound8K/audio/fold7/177537-7-0-24.wav
UrbanSound8K/audio/fold7/177537-7-0-25.wav
UrbanSound8K/audio/fold7/177537-7-0-26.wav
UrbanSound8K/audio/fold7/177537-7-0-27.wav
UrbanSound8K/audio/fold7/177537-7-0-28.wav
UrbanSound8K/audio/fold7/177537-7-0-29.wav
UrbanSound8K/audio/fold7/177537-7-0-3.wav
UrbanSound8K/audio/fold7/177537-7-0-30.wav
UrbanSound8K/audio/fold7/177537-7-0-31.wav
UrbanSound8K/audio/fold7/177537-7-0-4.wav
UrbanSound8K/audio/fold7/177537-7-0-5.wav
UrbanSound8K/audio/fold7/177537-7-0-6.wav
UrbanSound8K/audio/fold7/177537-7-0-7.wav
UrbanSound8K/audio/fold7/177537-7-0-8.wav
UrbanSound8K/audio/fold7/177537-7-0-9.wav
UrbanSound8K/audio/fold7/177537-7-1-0.wav
UrbanSound8K/audio/fold7/177537-7-1-1.wav
UrbanSound8K/audio/fold7/177537-7-1-10.wav
UrbanSound8K/audio/fold7/177537-7-1-2.wav
UrbanSound8K/audio/fold7/177537-7-1-3.wav
UrbanSound8K/audio/fold7/177537-7-1-4.wav
UrbanSound8K/audio/fold7/177537-7-1-5.wav
UrbanSound8K/audio/fold7/177537-7-1-6.wav
UrbanSound8K/audio/fold7/177537-7-1-7.wav
UrbanSound8K/audio/fold7/177537-7-1-8.wav
UrbanSound8K/audio/fold7/177537-7-1-9.wav
UrbanSound8K/audio/fold7/177537-7-2-0.wav
UrbanSound8K/audio/fold7/177537-7-2-1.wav
UrbanSound8K/audio/fold7/177729-0-0-1.wav
UrbanSound8K/audio/fold7/177729-0-0-106.wav
UrbanSound8K/audio/fold7/177729-0-0-108.wav
UrbanSound8K/audio/fold7/177729-0-0-111.wav
UrbanSound8K/audio/fold7/177729-0-0-120.wav
UrbanSound8K/audio/fold7/177729-0-0-128.wav
UrbanSound8K/audio/fold7/177729-0-0-20.wav
UrbanSound8K/audio/fold7/177729-0-0-22.wav
UrbanSound8K/audio/fold7/177729-0-0-27.wav
UrbanSound8K/audio/fold7/177729-0-0-28.wav
UrbanSound8K/audio/fold7/177729-0-0-3.wav
UrbanSound8K/audio/fold7/177729-0-0-38.wav
UrbanSound8K/audio/fold7/177729-0-0-40.wav
UrbanSound8K/audio/fold7/177729-0-0-42.wav
UrbanSound8K/audio/fold7/177729-0-0-50.wav
UrbanSound8K/audio/fold7/177729-0-0-51.wav
UrbanSound8K/audio/fold7/177729-0-0-53.wav
UrbanSound8K/audio/fold7/177729-0-0-58.wav
UrbanSound8K/audio/fold7/177729-0-0-63.wav
UrbanSound8K/audio/fold7/177729-0-0-67.wav
UrbanSound8K/audio/fold7/177729-0-0-68.wav
UrbanSound8K/audio/fold7/177729-0-0-69.wav
UrbanSound8K/audio/fold7/177729-0-0-73.wav
UrbanSound8K/audio/fold7/177729-0-0-74.wav
UrbanSound8K/audio/fold7/177729-0-0-80.wav
UrbanSound8K/audio/fold7/177729-0-0-82.wav
UrbanSound8K/audio/fold7/177729-0-0-83.wav
UrbanSound8K/audio/fold7/177729-0-0-89.wav
UrbanSound8K/audio/fold7/177729-0-0-91.wav
UrbanSound8K/audio/fold7/177729-0-0-97.wav
UrbanSound8K/audio/fold7/177729-0-0-98.wav
UrbanSound8K/audio/fold7/178115-1-0-0.wav
UrbanSound8K/audio/fold7/180257-3-0-1.wav
UrbanSound8K/audio/fold7/180257-3-0-3.wav
UrbanSound8K/audio/fold7/180257-3-0-4.wav
UrbanSound8K/audio/fold7/180257-3-0-5.wav
UrbanSound8K/audio/fold7/181102-9-0-111.wav
UrbanSound8K/audio/fold7/181102-9-0-117.wav
UrbanSound8K/audio/fold7/181102-9-0-23.wav
UrbanSound8K/audio/fold7/181102-9-0-26.wav
UrbanSound8K/audio/fold7/181102-9-0-50.wav
UrbanSound8K/audio/fold7/181102-9-0-97.wav
UrbanSound8K/audio/fold7/183894-1-5-0.wav
UrbanSound8K/audio/fold7/183894-1-6-0.wav
UrbanSound8K/audio/fold7/183894-1-7-0.wav
UrbanSound8K/audio/fold7/183894-1-8-0.wav
UrbanSound8K/audio/fold7/183894-1-9-0.wav
UrbanSound8K/audio/fold7/183992-3-0-10.wav
UrbanSound8K/audio/fold7/183992-3-0-3.wav
UrbanSound8K/audio/fold7/183992-3-0-6.wav
UrbanSound8K/audio/fold7/183992-3-0-9.wav
UrbanSound8K/audio/fold7/186936-5-0-0.wav
UrbanSound8K/audio/fold7/186936-5-0-1.wav
UrbanSound8K/audio/fold7/189981-0-0-0.wav
UrbanSound8K/audio/fold7/189981-0-0-1.wav
UrbanSound8K/audio/fold7/189981-0-0-10.wav
UrbanSound8K/audio/fold7/189981-0-0-11.wav
UrbanSound8K/audio/fold7/189981-0-0-12.wav
UrbanSound8K/audio/fold7/189981-0-0-13.wav
UrbanSound8K/audio/fold7/189981-0-0-14.wav
UrbanSound8K/audio/fold7/189981-0-0-15.wav
UrbanSound8K/audio/fold7/189981-0-0-16.wav
UrbanSound8K/audio/fold7/189981-0-0-17.wav
UrbanSound8K/audio/fold7/189981-0-0-2.wav
UrbanSound8K/audio/fold7/189981-0-0-3.wav
UrbanSound8K/audio/fold7/189981-0-0-4.wav
UrbanSound8K/audio/fold7/189981-0-0-5.wav
UrbanSound8K/audio/fold7/189981-0-0-6.wav
UrbanSound8K/audio/fold7/189981-0-0-7.wav
UrbanSound8K/audio/fold7/189981-0-0-8.wav
UrbanSound8K/audio/fold7/189981-0-0-9.wav
UrbanSound8K/audio/fold7/189987-0-0-0.wav
UrbanSound8K/audio/fold7/189987-0-0-1.wav
UrbanSound8K/audio/fold7/189987-0-0-2.wav
UrbanSound8K/audio/fold7/189987-0-0-3.wav
UrbanSound8K/audio/fold7/189987-0-0-4.wav
UrbanSound8K/audio/fold7/191687-3-0-0.wav
UrbanSound8K/audio/fold7/191687-3-0-11.wav
UrbanSound8K/audio/fold7/191687-3-0-15.wav
UrbanSound8K/audio/fold7/191687-3-0-5.wav
UrbanSound8K/audio/fold7/192236-3-0-2.wav
UrbanSound8K/audio/fold7/192236-3-0-4.wav
UrbanSound8K/audio/fold7/192236-3-0-6.wav
UrbanSound8K/audio/fold7/192236-3-0-8.wav
UrbanSound8K/audio/fold7/194754-3-0-0.wav
UrbanSound8K/audio/fold7/194754-3-0-1.wav
UrbanSound8K/audio/fold7/194754-3-0-2.wav
UrbanSound8K/audio/fold7/194962-5-0-0.wav
UrbanSound8K/audio/fold7/194962-5-0-1.wav
UrbanSound8K/audio/fold7/194962-5-0-2.wav
UrbanSound8K/audio/fold7/196059-2-0-0.wav
UrbanSound8K/audio/fold7/196059-2-0-1.wav
UrbanSound8K/audio/fold7/196064-2-0-0.wav
UrbanSound8K/audio/fold7/196070-2-0-0.wav
UrbanSound8K/audio/fold7/196070-2-0-1.wav
UrbanSound8K/audio/fold7/196070-2-0-2.wav
UrbanSound8K/audio/fold7/196070-2-0-3.wav
UrbanSound8K/audio/fold7/196070-2-0-4.wav
UrbanSound8K/audio/fold7/196070-2-0-5.wav
UrbanSound8K/audio/fold7/196075-2-0-0.wav
UrbanSound8K/audio/fold7/197080-3-0-1.wav
UrbanSound8K/audio/fold7/197080-3-0-6.wav
UrbanSound8K/audio/fold7/197080-3-0-7.wav
UrbanSound8K/audio/fold7/197080-3-1-0.wav
UrbanSound8K/audio/fold7/201988-5-0-0.wav
UrbanSound8K/audio/fold7/201988-5-0-1.wav
UrbanSound8K/audio/fold7/201988-5-0-10.wav
UrbanSound8K/audio/fold7/201988-5-0-11.wav
UrbanSound8K/audio/fold7/201988-5-0-12.wav
UrbanSound8K/audio/fold7/201988-5-0-13.wav
UrbanSound8K/audio/fold7/201988-5-0-14.wav
UrbanSound8K/audio/fold7/201988-5-0-15.wav
UrbanSound8K/audio/fold7/201988-5-0-16.wav
UrbanSound8K/audio/fold7/201988-5-0-17.wav
UrbanSound8K/audio/fold7/201988-5-0-18.wav
UrbanSound8K/audio/fold7/201988-5-0-19.wav
UrbanSound8K/audio/fold7/201988-5-0-2.wav
UrbanSound8K/audio/fold7/201988-5-0-20.wav
UrbanSound8K/audio/fold7/201988-5-0-21.wav
UrbanSound8K/audio/fold7/201988-5-0-22.wav
UrbanSound8K/audio/fold7/201988-5-0-3.wav
UrbanSound8K/audio/fold7/201988-5-0-4.wav
UrbanSound8K/audio/fold7/201988-5-0-5.wav
UrbanSound8K/audio/fold7/201988-5-0-6.wav
UrbanSound8K/audio/fold7/201988-5-0-7.wav
UrbanSound8K/audio/fold7/201988-5-0-8.wav
UrbanSound8K/audio/fold7/201988-5-0-9.wav
UrbanSound8K/audio/fold7/201988-5-1-0.wav
UrbanSound8K/audio/fold7/202516-0-0-0.wav
UrbanSound8K/audio/fold7/202516-0-0-1.wav
UrbanSound8K/audio/fold7/202516-0-0-10.wav
UrbanSound8K/audio/fold7/202516-0-0-11.wav
UrbanSound8K/audio/fold7/202516-0-0-2.wav
UrbanSound8K/audio/fold7/202516-0-0-3.wav
UrbanSound8K/audio/fold7/202516-0-0-4.wav
UrbanSound8K/audio/fold7/202516-0-0-5.wav
UrbanSound8K/audio/fold7/202516-0-0-6.wav
UrbanSound8K/audio/fold7/202516-0-0-7.wav
UrbanSound8K/audio/fold7/202516-0-0-8.wav
UrbanSound8K/audio/fold7/202516-0-0-9.wav
UrbanSound8K/audio/fold7/207216-2-0-112.wav
UrbanSound8K/audio/fold7/207216-2-0-119.wav
UrbanSound8K/audio/fold7/207216-2-0-128.wav
UrbanSound8K/audio/fold7/207216-2-0-130.wav
UrbanSound8K/audio/fold7/207216-2-0-137.wav
UrbanSound8K/audio/fold7/207216-2-0-22.wav
UrbanSound8K/audio/fold7/207216-2-0-43.wav
UrbanSound8K/audio/fold7/207216-2-0-66.wav
UrbanSound8K/audio/fold7/207962-3-0-0.wav
UrbanSound8K/audio/fold7/207962-3-1-0.wav
UrbanSound8K/audio/fold7/207962-3-2-0.wav
UrbanSound8K/audio/fold7/209992-5-0-0.wav
UrbanSound8K/audio/fold7/209992-5-1-4.wav
UrbanSound8K/audio/fold7/209992-5-1-7.wav
UrbanSound8K/audio/fold7/209992-5-2-100.wav
UrbanSound8K/audio/fold7/209992-5-2-114.wav
UrbanSound8K/audio/fold7/209992-5-2-115.wav
UrbanSound8K/audio/fold7/209992-5-2-116.wav
UrbanSound8K/audio/fold7/209992-5-2-131.wav
UrbanSound8K/audio/fold7/209992-5-2-137.wav
UrbanSound8K/audio/fold7/209992-5-2-138.wav
UrbanSound8K/audio/fold7/209992-5-2-26.wav
UrbanSound8K/audio/fold7/209992-5-2-42.wav
UrbanSound8K/audio/fold7/209992-5-2-43.wav
UrbanSound8K/audio/fold7/209992-5-2-77.wav
UrbanSound8K/audio/fold7/209992-5-2-79.wav
UrbanSound8K/audio/fold7/209992-5-2-8.wav
UrbanSound8K/audio/fold7/209992-5-2-81.wav
UrbanSound8K/audio/fold7/209992-5-2-82.wav
UrbanSound8K/audio/fold7/209992-5-2-87.wav
UrbanSound8K/audio/fold7/209992-5-2-91.wav
UrbanSound8K/audio/fold7/209992-5-3-22.wav
UrbanSound8K/audio/fold7/209992-5-3-5.wav
UrbanSound8K/audio/fold7/209992-5-3-6.wav
UrbanSound8K/audio/fold7/209992-5-4-1.wav
UrbanSound8K/audio/fold7/209992-5-4-15.wav
UrbanSound8K/audio/fold7/209992-5-4-17.wav
UrbanSound8K/audio/fold7/209992-5-4-3.wav
UrbanSound8K/audio/fold7/21683-9-0-15.wav
UrbanSound8K/audio/fold7/21683-9-0-18.wav
UrbanSound8K/audio/fold7/21683-9-0-3.wav
UrbanSound8K/audio/fold7/21683-9-0-30.wav
UrbanSound8K/audio/fold7/21683-9-0-34.wav
UrbanSound8K/audio/fold7/21683-9-0-39.wav
UrbanSound8K/audio/fold7/21683-9-0-45.wav
UrbanSound8K/audio/fold7/24631-6-0-0.wav
UrbanSound8K/audio/fold7/24965-3-0-0.wav
UrbanSound8K/audio/fold7/24965-3-1-0.wav
UrbanSound8K/audio/fold7/24965-3-2-0.wav
UrbanSound8K/audio/fold7/24965-3-3-0.wav
UrbanSound8K/audio/fold7/27216-3-0-18.wav
UrbanSound8K/audio/fold7/27216-3-0-21.wav
UrbanSound8K/audio/fold7/27216-3-0-24.wav
UrbanSound8K/audio/fold7/27216-3-0-9.wav
UrbanSound8K/audio/fold7/27217-3-0-13.wav
UrbanSound8K/audio/fold7/27217-3-0-22.wav
UrbanSound8K/audio/fold7/27217-3-0-6.wav
UrbanSound8K/audio/fold7/28385-9-0-32.wav
UrbanSound8K/audio/fold7/28385-9-0-33.wav
UrbanSound8K/audio/fold7/28385-9-0-44.wav
UrbanSound8K/audio/fold7/28385-9-0-46.wav
UrbanSound8K/audio/fold7/28385-9-0-57.wav
UrbanSound8K/audio/fold7/28385-9-0-65.wav
UrbanSound8K/audio/fold7/28385-9-0-9.wav
UrbanSound8K/audio/fold7/34241-1-0-0.wav
UrbanSound8K/audio/fold7/34241-1-1-0.wav
UrbanSound8K/audio/fold7/34241-1-2-0.wav
UrbanSound8K/audio/fold7/34871-3-11-0.wav
UrbanSound8K/audio/fold7/34871-3-6-0.wav
UrbanSound8K/audio/fold7/34871-3-8-0.wav
UrbanSound8K/audio/fold7/34871-3-9-0.wav
UrbanSound8K/audio/fold7/35382-0-0-0.wav
UrbanSound8K/audio/fold7/35382-0-0-1.wav
UrbanSound8K/audio/fold7/36264-9-0-0.wav
UrbanSound8K/audio/fold7/36264-9-0-1.wav
UrbanSound8K/audio/fold7/36264-9-0-10.wav
UrbanSound8K/audio/fold7/36264-9-0-2.wav
UrbanSound8K/audio/fold7/36264-9-0-5.wav
UrbanSound8K/audio/fold7/36264-9-0-7.wav
UrbanSound8K/audio/fold7/38236-3-2-2.wav
UrbanSound8K/audio/fold7/38236-3-2-3.wav
UrbanSound8K/audio/fold7/38236-3-3-0.wav
UrbanSound8K/audio/fold7/39857-5-0-0.wav
UrbanSound8K/audio/fold7/39857-5-0-1.wav
UrbanSound8K/audio/fold7/39857-5-0-2.wav
UrbanSound8K/audio/fold7/39857-5-1-0.wav
UrbanSound8K/audio/fold7/39857-5-1-1.wav
UrbanSound8K/audio/fold7/39857-5-1-2.wav
UrbanSound8K/audio/fold7/39857-5-1-3.wav
UrbanSound8K/audio/fold7/39857-5-2-0.wav
UrbanSound8K/audio/fold7/39857-5-3-0.wav
UrbanSound8K/audio/fold7/39857-5-4-0.wav
UrbanSound8K/audio/fold7/39857-5-5-0.wav
UrbanSound8K/audio/fold7/39857-5-5-1.wav
UrbanSound8K/audio/fold7/43784-3-0-0.wav
UrbanSound8K/audio/fold7/43784-3-1-0.wav
UrbanSound8K/audio/fold7/43805-8-0-0.wav
UrbanSound8K/audio/fold7/43805-8-1-0.wav
UrbanSound8K/audio/fold7/43805-8-2-0.wav
UrbanSound8K/audio/fold7/43805-8-3-0.wav
UrbanSound8K/audio/fold7/43805-8-4-0.wav
UrbanSound8K/audio/fold7/44737-5-0-0.wav
UrbanSound8K/audio/fold7/44737-5-0-1.wav
UrbanSound8K/audio/fold7/44737-5-0-2.wav
UrbanSound8K/audio/fold7/44737-5-0-3.wav
UrbanSound8K/audio/fold7/49313-2-0-1.wav
UrbanSound8K/audio/fold7/49313-2-0-10.wav
UrbanSound8K/audio/fold7/49313-2-0-13.wav
UrbanSound8K/audio/fold7/49313-2-0-20.wav
UrbanSound8K/audio/fold7/49313-2-0-30.wav
UrbanSound8K/audio/fold7/49313-2-0-4.wav
UrbanSound8K/audio/fold7/49313-2-0-9.wav
UrbanSound8K/audio/fold7/50415-4-0-0.wav
UrbanSound8K/audio/fold7/50415-4-0-1.wav
UrbanSound8K/audio/fold7/50454-5-0-0.wav
UrbanSound8K/audio/fold7/50612-3-0-0.wav
UrbanSound8K/audio/fold7/50614-3-0-0.wav
UrbanSound8K/audio/fold7/50629-4-0-0.wav
UrbanSound8K/audio/fold7/50629-4-0-1.wav
UrbanSound8K/audio/fold7/50629-4-1-0.wav
UrbanSound8K/audio/fold7/50629-4-1-1.wav
UrbanSound8K/audio/fold7/50629-4-1-11.wav
UrbanSound8K/audio/fold7/50629-4-1-13.wav
UrbanSound8K/audio/fold7/50629-4-1-2.wav
UrbanSound8K/audio/fold7/50629-4-1-3.wav
UrbanSound8K/audio/fold7/50629-4-1-4.wav
UrbanSound8K/audio/fold7/50629-4-1-8.wav
UrbanSound8K/audio/fold7/50629-4-1-9.wav
UrbanSound8K/audio/fold7/50629-4-2-0.wav
UrbanSound8K/audio/fold7/50629-4-3-0.wav
UrbanSound8K/audio/fold7/50629-4-4-0.wav
UrbanSound8K/audio/fold7/50629-4-4-3.wav
UrbanSound8K/audio/fold7/50629-4-4-8.wav
UrbanSound8K/audio/fold7/50629-4-4-9.wav
UrbanSound8K/audio/fold7/518-4-0-0.wav
UrbanSound8K/audio/fold7/518-4-0-1.wav
UrbanSound8K/audio/fold7/518-4-0-2.wav
UrbanSound8K/audio/fold7/518-4-0-3.wav
UrbanSound8K/audio/fold7/57323-8-0-0.wav
UrbanSound8K/audio/fold7/57323-8-0-1.wav
UrbanSound8K/audio/fold7/57323-8-0-10.wav
UrbanSound8K/audio/fold7/57323-8-0-11.wav
UrbanSound8K/audio/fold7/57323-8-0-2.wav
UrbanSound8K/audio/fold7/57323-8-0-3.wav
UrbanSound8K/audio/fold7/57323-8-0-4.wav
UrbanSound8K/audio/fold7/57323-8-0-5.wav
UrbanSound8K/audio/fold7/57323-8-0-6.wav
UrbanSound8K/audio/fold7/57323-8-0-7.wav
UrbanSound8K/audio/fold7/57323-8-0-8.wav
UrbanSound8K/audio/fold7/57323-8-0-9.wav
UrbanSound8K/audio/fold7/57323-8-2-0.wav
UrbanSound8K/audio/fold7/57596-3-0-0.wav
UrbanSound8K/audio/fold7/57596-3-1-0.wav
UrbanSound8K/audio/fold7/57696-4-0-0.wav
UrbanSound8K/audio/fold7/57696-4-0-1.wav
UrbanSound8K/audio/fold7/57696-4-0-2.wav
UrbanSound8K/audio/fold7/57696-4-0-3.wav
UrbanSound8K/audio/fold7/57696-4-0-4.wav
UrbanSound8K/audio/fold7/57696-4-0-5.wav
UrbanSound8K/audio/fold7/61503-2-0-0.wav
UrbanSound8K/audio/fold7/61503-2-0-2.wav
UrbanSound8K/audio/fold7/61503-2-0-3.wav
UrbanSound8K/audio/fold7/61503-2-0-5.wav
UrbanSound8K/audio/fold7/61503-2-0-6.wav
UrbanSound8K/audio/fold7/61503-2-0-7.wav
UrbanSound8K/audio/fold7/61503-2-0-8.wav
UrbanSound8K/audio/fold7/61503-2-0-9.wav
UrbanSound8K/audio/fold7/61789-9-0-10.wav
UrbanSound8K/audio/fold7/61789-9-0-12.wav
UrbanSound8K/audio/fold7/61789-9-0-14.wav
UrbanSound8K/audio/fold7/61789-9-0-16.wav
UrbanSound8K/audio/fold7/61789-9-0-26.wav
UrbanSound8K/audio/fold7/61789-9-0-65.wav
UrbanSound8K/audio/fold7/61789-9-0-69.wav
UrbanSound8K/audio/fold7/62878-8-0-0.wav
UrbanSound8K/audio/fold7/62878-8-0-1.wav
UrbanSound8K/audio/fold7/62878-8-0-2.wav
UrbanSound8K/audio/fold7/65745-3-0-21.wav
UrbanSound8K/audio/fold7/65745-3-0-49.wav
UrbanSound8K/audio/fold7/65745-3-0-61.wav
UrbanSound8K/audio/fold7/65745-3-0-88.wav
UrbanSound8K/audio/fold7/66619-2-0-0.wav
UrbanSound8K/audio/fold7/66619-2-0-1.wav
UrbanSound8K/audio/fold7/66619-2-0-11.wav
UrbanSound8K/audio/fold7/66619-2-0-18.wav
UrbanSound8K/audio/fold7/66619-2-0-22.wav
UrbanSound8K/audio/fold7/66619-2-0-5.wav
UrbanSound8K/audio/fold7/66619-2-0-6.wav
UrbanSound8K/audio/fold7/66619-2-0-7.wav
UrbanSound8K/audio/fold7/67049-3-0-0.wav
UrbanSound8K/audio/fold7/67049-3-0-1.wav
UrbanSound8K/audio/fold7/67049-3-0-2.wav
UrbanSound8K/audio/fold7/6902-2-0-12.wav
UrbanSound8K/audio/fold7/6902-2-0-18.wav
UrbanSound8K/audio/fold7/6902-2-0-26.wav
UrbanSound8K/audio/fold7/6902-2-0-4.wav
UrbanSound8K/audio/fold7/6902-2-0-5.wav
UrbanSound8K/audio/fold7/6902-2-0-7.wav
UrbanSound8K/audio/fold7/6902-2-0-9.wav
UrbanSound8K/audio/fold7/7060-6-0-0.wav
UrbanSound8K/audio/fold7/7060-6-1-0.wav
UrbanSound8K/audio/fold7/7060-6-2-0.wav
UrbanSound8K/audio/fold7/7067-6-0-0.wav
UrbanSound8K/audio/fold7/71529-4-0-0.wav
UrbanSound8K/audio/fold7/71529-4-0-1.wav
UrbanSound8K/audio/fold7/71529-4-0-2.wav
UrbanSound8K/audio/fold7/71529-4-1-0.wav
UrbanSound8K/audio/fold7/71529-4-1-1.wav
UrbanSound8K/audio/fold7/71529-4-1-2.wav
UrbanSound8K/audio/fold7/71529-4-1-3.wav
UrbanSound8K/audio/fold7/71529-4-1-4.wav
UrbanSound8K/audio/fold7/71529-4-1-5.wav
UrbanSound8K/audio/fold7/71529-4-1-6.wav
UrbanSound8K/audio/fold7/71866-9-0-14.wav
UrbanSound8K/audio/fold7/71866-9-0-21.wav
UrbanSound8K/audio/fold7/71866-9-0-23.wav
UrbanSound8K/audio/fold7/71866-9-0-3.wav
UrbanSound8K/audio/fold7/71866-9-0-31.wav
UrbanSound8K/audio/fold7/71866-9-0-32.wav
UrbanSound8K/audio/fold7/74513-3-0-0.wav
UrbanSound8K/audio/fold7/74513-3-0-3.wav
UrbanSound8K/audio/fold7/74513-3-0-5.wav
UrbanSound8K/audio/fold7/74513-3-0-6.wav
UrbanSound8K/audio/fold7/74850-9-0-11.wav
UrbanSound8K/audio/fold7/74850-9-0-18.wav
UrbanSound8K/audio/fold7/74850-9-0-22.wav
UrbanSound8K/audio/fold7/74850-9-0-27.wav
UrbanSound8K/audio/fold7/74850-9-0-5.wav
UrbanSound8K/audio/fold7/74850-9-0-6.wav
UrbanSound8K/audio/fold7/74965-4-0-0.wav
UrbanSound8K/audio/fold7/74965-4-0-1.wav
UrbanSound8K/audio/fold7/74965-4-0-2.wav
UrbanSound8K/audio/fold7/74965-4-0-3.wav
UrbanSound8K/audio/fold7/74965-4-1-0.wav
UrbanSound8K/audio/fold7/74965-4-1-1.wav
UrbanSound8K/audio/fold7/74965-4-1-2.wav
UrbanSound8K/audio/fold7/77674-3-0-0.wav
UrbanSound8K/audio/fold7/77751-7-0-0.wav
UrbanSound8K/audio/fold7/77751-7-0-1.wav
UrbanSound8K/audio/fold7/77751-7-1-0.wav
UrbanSound8K/audio/fold7/77751-7-1-1.wav
UrbanSound8K/audio/fold7/77751-7-2-0.wav
UrbanSound8K/audio/fold7/77751-7-3-0.wav
UrbanSound8K/audio/fold7/77751-7-4-0.wav
UrbanSound8K/audio/fold7/77751-7-5-0.wav
UrbanSound8K/audio/fold7/77751-7-6-0.wav
UrbanSound8K/audio/fold7/77751-7-7-0.wav
UrbanSound8K/audio/fold7/77751-7-8-0.wav
UrbanSound8K/audio/fold7/77751-7-9-0.wav
UrbanSound8K/audio/fold7/77751-7-9-1.wav
UrbanSound8K/audio/fold7/77751-7-9-2.wav
UrbanSound8K/audio/fold7/77751-7-9-3.wav
UrbanSound8K/audio/fold7/77770-9-0-1.wav
UrbanSound8K/audio/fold7/77770-9-0-15.wav
UrbanSound8K/audio/fold7/77770-9-0-17.wav
UrbanSound8K/audio/fold7/77770-9-0-20.wav
UrbanSound8K/audio/fold7/77770-9-0-6.wav
UrbanSound8K/audio/fold7/77770-9-0-8.wav
UrbanSound8K/audio/fold7/77770-9-0-9.wav
UrbanSound8K/audio/fold7/81788-2-0-12.wav
UrbanSound8K/audio/fold7/81788-2-0-14.wav
UrbanSound8K/audio/fold7/81788-2-0-16.wav
UrbanSound8K/audio/fold7/81788-2-0-35.wav
UrbanSound8K/audio/fold7/81788-2-0-44.wav
UrbanSound8K/audio/fold7/81788-2-0-51.wav
UrbanSound8K/audio/fold7/81788-2-0-69.wav
UrbanSound8K/audio/fold7/81799-3-0-0.wav
UrbanSound8K/audio/fold7/81799-3-0-1.wav
UrbanSound8K/audio/fold7/81799-3-1-0.wav
UrbanSound8K/audio/fold7/81799-3-1-2.wav
UrbanSound8K/audio/fold7/82024-3-0-4.wav
UrbanSound8K/audio/fold7/82024-3-0-5.wav
UrbanSound8K/audio/fold7/82024-3-0-6.wav
UrbanSound8K/audio/fold7/82024-3-0-8.wav
UrbanSound8K/audio/fold7/83488-1-0-0.wav
UrbanSound8K/audio/fold7/83488-1-1-0.wav
UrbanSound8K/audio/fold7/84143-2-0-10.wav
UrbanSound8K/audio/fold7/84143-2-0-12.wav
UrbanSound8K/audio/fold7/84143-2-0-13.wav
UrbanSound8K/audio/fold7/84143-2-0-14.wav
UrbanSound8K/audio/fold7/84143-2-0-15.wav
UrbanSound8K/audio/fold7/84143-2-0-32.wav
UrbanSound8K/audio/fold7/84143-2-0-38.wav
UrbanSound8K/audio/fold7/84143-2-0-7.wav
UrbanSound8K/audio/fold7/85362-3-0-0.wav
UrbanSound8K/audio/fold7/85362-3-1-0.wav
UrbanSound8K/audio/fold7/85362-3-2-0.wav
UrbanSound8K/audio/fold7/85362-3-3-0.wav
UrbanSound8K/audio/fold7/85662-3-0-0.wav
UrbanSound8K/audio/fold7/89099-4-0-0.wav
UrbanSound8K/audio/fold7/89099-4-0-1.wav
UrbanSound8K/audio/fold7/89099-4-0-2.wav
UrbanSound8K/audio/fold7/89209-3-0-0.wav
UrbanSound8K/audio/fold7/89210-3-0-0.wav
UrbanSound8K/audio/fold7/89443-9-0-1.wav
UrbanSound8K/audio/fold7/89443-9-0-16.wav
UrbanSound8K/audio/fold7/89443-9-0-17.wav
UrbanSound8K/audio/fold7/89443-9-0-2.wav
UrbanSound8K/audio/fold7/89443-9-0-48.wav
UrbanSound8K/audio/fold7/89443-9-0-50.wav
UrbanSound8K/audio/fold7/89679-1-0-0.wav
UrbanSound8K/audio/fold7/89679-1-1-0.wav
UrbanSound8K/audio/fold7/97606-7-0-0.wav
UrbanSound8K/audio/fold7/97606-7-1-0.wav
UrbanSound8K/audio/fold7/97606-7-2-0.wav
UrbanSound8K/audio/fold7/97606-7-3-0.wav
UrbanSound8K/audio/fold7/97606-7-4-0.wav
UrbanSound8K/audio/fold7/97606-7-5-0.wav
UrbanSound8K/audio/fold7/98525-8-0-0.wav
UrbanSound8K/audio/fold7/99812-1-0-0.wav
UrbanSound8K/audio/fold7/99812-1-0-1.wav
UrbanSound8K/audio/fold7/99812-1-0-2.wav
UrbanSound8K/audio/fold7/99812-1-1-0.wav
UrbanSound8K/audio/fold7/99812-1-2-0.wav
UrbanSound8K/audio/fold7/99812-1-3-0.wav
UrbanSound8K/audio/fold7/99812-1-4-0.wav
UrbanSound8K/audio/fold7/99812-1-5-0.wav
UrbanSound8K/audio/fold7/99812-1-6-0.wav
UrbanSound8K/audio/fold8/
UrbanSound8K/audio/fold8/.DS_Store
UrbanSound8K/audio/fold8/103076-3-0-0.wav
UrbanSound8K/audio/fold8/103076-3-1-0.wav
UrbanSound8K/audio/fold8/103076-3-2-0.wav
UrbanSound8K/audio/fold8/106905-5-0-0.wav
UrbanSound8K/audio/fold8/106905-5-0-1.wav
UrbanSound8K/audio/fold8/106905-5-0-2.wav
UrbanSound8K/audio/fold8/107090-1-0-0.wav
UrbanSound8K/audio/fold8/107090-1-1-0.wav
UrbanSound8K/audio/fold8/107190-3-0-0.wav
UrbanSound8K/audio/fold8/110134-3-0-0.wav
UrbanSound8K/audio/fold8/110688-3-0-11.wav
UrbanSound8K/audio/fold8/110688-3-0-17.wav
UrbanSound8K/audio/fold8/110688-3-0-2.wav
UrbanSound8K/audio/fold8/110688-3-0-32.wav
UrbanSound8K/audio/fold8/113202-5-0-0.wav
UrbanSound8K/audio/fold8/113202-5-0-1.wav
UrbanSound8K/audio/fold8/113202-5-0-10.wav
UrbanSound8K/audio/fold8/113202-5-0-11.wav
UrbanSound8K/audio/fold8/113202-5-0-12.wav
UrbanSound8K/audio/fold8/113202-5-0-13.wav
UrbanSound8K/audio/fold8/113202-5-0-14.wav
UrbanSound8K/audio/fold8/113202-5-0-15.wav
UrbanSound8K/audio/fold8/113202-5-0-16.wav
UrbanSound8K/audio/fold8/113202-5-0-17.wav
UrbanSound8K/audio/fold8/113202-5-0-18.wav
UrbanSound8K/audio/fold8/113202-5-0-19.wav
UrbanSound8K/audio/fold8/113202-5-0-2.wav
UrbanSound8K/audio/fold8/113202-5-0-20.wav
UrbanSound8K/audio/fold8/113202-5-0-21.wav
UrbanSound8K/audio/fold8/113202-5-0-22.wav
UrbanSound8K/audio/fold8/113202-5-0-23.wav
UrbanSound8K/audio/fold8/113202-5-0-24.wav
UrbanSound8K/audio/fold8/113202-5-0-25.wav
UrbanSound8K/audio/fold8/113202-5-0-26.wav
UrbanSound8K/audio/fold8/113202-5-0-27.wav
UrbanSound8K/audio/fold8/113202-5-0-28.wav
UrbanSound8K/audio/fold8/113202-5-0-3.wav
UrbanSound8K/audio/fold8/113202-5-0-4.wav
UrbanSound8K/audio/fold8/113202-5-0-5.wav
UrbanSound8K/audio/fold8/113202-5-0-6.wav
UrbanSound8K/audio/fold8/113202-5-0-7.wav
UrbanSound8K/audio/fold8/113202-5-0-8.wav
UrbanSound8K/audio/fold8/113202-5-0-9.wav
UrbanSound8K/audio/fold8/113203-5-0-0.wav
UrbanSound8K/audio/fold8/113203-5-0-1.wav
UrbanSound8K/audio/fold8/113203-5-0-2.wav
UrbanSound8K/audio/fold8/113203-5-0-3.wav
UrbanSound8K/audio/fold8/113203-5-0-4.wav
UrbanSound8K/audio/fold8/113203-5-0-5.wav
UrbanSound8K/audio/fold8/113203-5-0-6.wav
UrbanSound8K/audio/fold8/113203-5-0-7.wav
UrbanSound8K/audio/fold8/113203-5-0-8.wav
UrbanSound8K/audio/fold8/113203-5-1-0.wav
UrbanSound8K/audio/fold8/113203-5-1-1.wav
UrbanSound8K/audio/fold8/113203-5-1-2.wav
UrbanSound8K/audio/fold8/113203-5-2-0.wav
UrbanSound8K/audio/fold8/113203-5-3-0.wav
UrbanSound8K/audio/fold8/113203-5-3-1.wav
UrbanSound8K/audio/fold8/113203-5-4-0.wav
UrbanSound8K/audio/fold8/113203-5-5-0.wav
UrbanSound8K/audio/fold8/113203-5-6-0.wav
UrbanSound8K/audio/fold8/113203-5-7-0.wav
UrbanSound8K/audio/fold8/113203-5-8-0.wav
UrbanSound8K/audio/fold8/113216-5-0-0.wav
UrbanSound8K/audio/fold8/113216-5-0-1.wav
UrbanSound8K/audio/fold8/113216-5-0-2.wav
UrbanSound8K/audio/fold8/113216-5-0-3.wav
UrbanSound8K/audio/fold8/113216-5-0-4.wav
UrbanSound8K/audio/fold8/114280-3-0-0.wav
UrbanSound8K/audio/fold8/114280-3-0-1.wav
UrbanSound8K/audio/fold8/115240-9-0-1.wav
UrbanSound8K/audio/fold8/115240-9-0-16.wav
UrbanSound8K/audio/fold8/115240-9-0-28.wav
UrbanSound8K/audio/fold8/115240-9-0-34.wav
UrbanSound8K/audio/fold8/115240-9-0-36.wav
UrbanSound8K/audio/fold8/115240-9-0-4.wav
UrbanSound8K/audio/fold8/117181-8-0-0.wav
UrbanSound8K/audio/fold8/117181-8-0-1.wav
UrbanSound8K/audio/fold8/117181-8-0-10.wav
UrbanSound8K/audio/fold8/117181-8-0-11.wav
UrbanSound8K/audio/fold8/117181-8-0-12.wav
UrbanSound8K/audio/fold8/117181-8-0-2.wav
UrbanSound8K/audio/fold8/117181-8-0-3.wav
UrbanSound8K/audio/fold8/117181-8-0-4.wav
UrbanSound8K/audio/fold8/117181-8-0-5.wav
UrbanSound8K/audio/fold8/117181-8-0-6.wav
UrbanSound8K/audio/fold8/117181-8-0-7.wav
UrbanSound8K/audio/fold8/117181-8-0-8.wav
UrbanSound8K/audio/fold8/117181-8-0-9.wav
UrbanSound8K/audio/fold8/122199-3-1-1.wav
UrbanSound8K/audio/fold8/122199-3-1-2.wav
UrbanSound8K/audio/fold8/122199-3-1-3.wav
UrbanSound8K/audio/fold8/122199-3-1-6.wav
UrbanSound8K/audio/fold8/125520-1-0-0.wav
UrbanSound8K/audio/fold8/125520-1-1-0.wav
UrbanSound8K/audio/fold8/125520-1-2-0.wav
UrbanSound8K/audio/fold8/125520-1-3-0.wav
UrbanSound8K/audio/fold8/125520-1-4-0.wav
UrbanSound8K/audio/fold8/125678-7-0-0.wav
UrbanSound8K/audio/fold8/125678-7-0-1.wav
UrbanSound8K/audio/fold8/125678-7-0-2.wav
UrbanSound8K/audio/fold8/125678-7-0-3.wav
UrbanSound8K/audio/fold8/125678-7-0-4.wav
UrbanSound8K/audio/fold8/125678-7-0-5.wav
UrbanSound8K/audio/fold8/125678-7-0-6.wav
UrbanSound8K/audio/fold8/125678-7-0-7.wav
UrbanSound8K/audio/fold8/125678-7-0-8.wav
UrbanSound8K/audio/fold8/125678-7-0-9.wav
UrbanSound8K/audio/fold8/125678-7-1-0.wav
UrbanSound8K/audio/fold8/125678-7-1-1.wav
UrbanSound8K/audio/fold8/125678-7-1-2.wav
UrbanSound8K/audio/fold8/125678-7-1-3.wav
UrbanSound8K/audio/fold8/125678-7-1-4.wav
UrbanSound8K/audio/fold8/125678-7-1-5.wav
UrbanSound8K/audio/fold8/125678-7-1-6.wav
UrbanSound8K/audio/fold8/125678-7-1-7.wav
UrbanSound8K/audio/fold8/125678-7-1-8.wav
UrbanSound8K/audio/fold8/125678-7-2-0.wav
UrbanSound8K/audio/fold8/125678-7-2-1.wav
UrbanSound8K/audio/fold8/125678-7-2-2.wav
UrbanSound8K/audio/fold8/125678-7-2-3.wav
UrbanSound8K/audio/fold8/125678-7-2-4.wav
UrbanSound8K/audio/fold8/125678-7-2-5.wav
UrbanSound8K/audio/fold8/125678-7-2-6.wav
UrbanSound8K/audio/fold8/125678-7-2-7.wav
UrbanSound8K/audio/fold8/125678-7-2-8.wav
UrbanSound8K/audio/fold8/125678-7-3-0.wav
UrbanSound8K/audio/fold8/125678-7-3-1.wav
UrbanSound8K/audio/fold8/125678-7-3-2.wav
UrbanSound8K/audio/fold8/125678-7-3-3.wav
UrbanSound8K/audio/fold8/125678-7-3-4.wav
UrbanSound8K/audio/fold8/125678-7-3-5.wav
UrbanSound8K/audio/fold8/125678-7-3-6.wav
UrbanSound8K/audio/fold8/125678-7-3-7.wav
UrbanSound8K/audio/fold8/125678-7-4-0.wav
UrbanSound8K/audio/fold8/125678-7-4-1.wav
UrbanSound8K/audio/fold8/125678-7-4-2.wav
UrbanSound8K/audio/fold8/125678-7-4-3.wav
UrbanSound8K/audio/fold8/125678-7-4-4.wav
UrbanSound8K/audio/fold8/125678-7-4-5.wav
UrbanSound8K/audio/fold8/125678-7-4-6.wav
UrbanSound8K/audio/fold8/125678-7-4-7.wav
UrbanSound8K/audio/fold8/125678-7-4-8.wav
UrbanSound8K/audio/fold8/126153-9-0-0.wav
UrbanSound8K/audio/fold8/126153-9-0-1.wav
UrbanSound8K/audio/fold8/126153-9-0-11.wav
UrbanSound8K/audio/fold8/126153-9-0-4.wav
UrbanSound8K/audio/fold8/126153-9-0-5.wav
UrbanSound8K/audio/fold8/126153-9-0-6.wav
UrbanSound8K/audio/fold8/126153-9-0-8.wav
UrbanSound8K/audio/fold8/131571-6-0-0.wav
UrbanSound8K/audio/fold8/133090-2-0-14.wav
UrbanSound8K/audio/fold8/133090-2-0-20.wav
UrbanSound8K/audio/fold8/133090-2-0-28.wav
UrbanSound8K/audio/fold8/133090-2-0-37.wav
UrbanSound8K/audio/fold8/133090-2-0-38.wav
UrbanSound8K/audio/fold8/133090-2-0-64.wav
UrbanSound8K/audio/fold8/133090-2-0-70.wav
UrbanSound8K/audio/fold8/133090-2-0-76.wav
UrbanSound8K/audio/fold8/133473-8-0-0.wav
UrbanSound8K/audio/fold8/133473-8-0-1.wav
UrbanSound8K/audio/fold8/133473-8-0-2.wav
UrbanSound8K/audio/fold8/133473-8-0-3.wav
UrbanSound8K/audio/fold8/133473-8-0-4.wav
UrbanSound8K/audio/fold8/133473-8-0-5.wav
UrbanSound8K/audio/fold8/138465-1-0-0.wav
UrbanSound8K/audio/fold8/139000-4-0-0.wav
UrbanSound8K/audio/fold8/139000-4-0-1.wav
UrbanSound8K/audio/fold8/139000-4-0-2.wav
UrbanSound8K/audio/fold8/142003-2-0-0.wav
UrbanSound8K/audio/fold8/142003-2-0-1.wav
UrbanSound8K/audio/fold8/142003-2-0-19.wav
UrbanSound8K/audio/fold8/142003-2-0-20.wav
UrbanSound8K/audio/fold8/142003-2-0-21.wav
UrbanSound8K/audio/fold8/142003-2-0-24.wav
UrbanSound8K/audio/fold8/142003-2-0-30.wav
UrbanSound8K/audio/fold8/142003-2-0-8.wav
UrbanSound8K/audio/fold8/14386-9-0-11.wav
UrbanSound8K/audio/fold8/14386-9-0-16.wav
UrbanSound8K/audio/fold8/14386-9-0-17.wav
UrbanSound8K/audio/fold8/14386-9-0-2.wav
UrbanSound8K/audio/fold8/14386-9-0-20.wav
UrbanSound8K/audio/fold8/14386-9-0-6.wav
UrbanSound8K/audio/fold8/144028-3-0-0.wav
UrbanSound8K/audio/fold8/144028-3-1-0.wav
UrbanSound8K/audio/fold8/144028-3-1-1.wav
UrbanSound8K/audio/fold8/145206-6-0-0.wav
UrbanSound8K/audio/fold8/145206-6-1-0.wav
UrbanSound8K/audio/fold8/145206-6-2-0.wav
UrbanSound8K/audio/fold8/145206-6-3-0.wav
UrbanSound8K/audio/fold8/145206-6-4-0.wav
UrbanSound8K/audio/fold8/145206-6-5-0.wav
UrbanSound8K/audio/fold8/145612-6-0-0.wav
UrbanSound8K/audio/fold8/145612-6-1-0.wav
UrbanSound8K/audio/fold8/145612-6-2-0.wav
UrbanSound8K/audio/fold8/145612-6-3-0.wav
UrbanSound8K/audio/fold8/146343-3-0-0.wav
UrbanSound8K/audio/fold8/147019-4-0-0.wav
UrbanSound8K/audio/fold8/148632-8-0-0.wav
UrbanSound8K/audio/fold8/148632-8-0-1.wav
UrbanSound8K/audio/fold8/148632-8-0-10.wav
UrbanSound8K/audio/fold8/148632-8-0-11.wav
UrbanSound8K/audio/fold8/148632-8-0-12.wav
UrbanSound8K/audio/fold8/148632-8-0-13.wav
UrbanSound8K/audio/fold8/148632-8-0-14.wav
UrbanSound8K/audio/fold8/148632-8-0-15.wav
UrbanSound8K/audio/fold8/148632-8-0-16.wav
UrbanSound8K/audio/fold8/148632-8-0-17.wav
UrbanSound8K/audio/fold8/148632-8-0-18.wav
UrbanSound8K/audio/fold8/148632-8-0-2.wav
UrbanSound8K/audio/fold8/148632-8-0-3.wav
UrbanSound8K/audio/fold8/148632-8-0-4.wav
UrbanSound8K/audio/fold8/148632-8-0-5.wav
UrbanSound8K/audio/fold8/148632-8-0-6.wav
UrbanSound8K/audio/fold8/148632-8-0-7.wav
UrbanSound8K/audio/fold8/148632-8-0-8.wav
UrbanSound8K/audio/fold8/148632-8-0-9.wav
UrbanSound8K/audio/fold8/151069-6-0-0.wav
UrbanSound8K/audio/fold8/155217-9-0-27.wav
UrbanSound8K/audio/fold8/155217-9-0-39.wav
UrbanSound8K/audio/fold8/155217-9-0-57.wav
UrbanSound8K/audio/fold8/155217-9-0-85.wav
UrbanSound8K/audio/fold8/155217-9-1-24.wav
UrbanSound8K/audio/fold8/155217-9-1-58.wav
UrbanSound8K/audio/fold8/155283-1-0-0.wav
UrbanSound8K/audio/fold8/155283-1-1-0.wav
UrbanSound8K/audio/fold8/155294-3-0-0.wav
UrbanSound8K/audio/fold8/155313-3-0-0.wav
UrbanSound8K/audio/fold8/156358-5-0-0.wav
UrbanSound8K/audio/fold8/156358-5-0-1.wav
UrbanSound8K/audio/fold8/156358-5-0-2.wav
UrbanSound8K/audio/fold8/156358-5-0-3.wav
UrbanSound8K/audio/fold8/156358-5-0-4.wav
UrbanSound8K/audio/fold8/156358-5-0-5.wav
UrbanSound8K/audio/fold8/156358-5-0-6.wav
UrbanSound8K/audio/fold8/157649-3-0-0.wav
UrbanSound8K/audio/fold8/157649-3-0-1.wav
UrbanSound8K/audio/fold8/157649-3-1-1.wav
UrbanSound8K/audio/fold8/157649-3-2-0.wav
UrbanSound8K/audio/fold8/157868-8-0-0.wav
UrbanSound8K/audio/fold8/157868-8-0-1.wav
UrbanSound8K/audio/fold8/157868-8-0-10.wav
UrbanSound8K/audio/fold8/157868-8-0-11.wav
UrbanSound8K/audio/fold8/157868-8-0-12.wav
UrbanSound8K/audio/fold8/157868-8-0-13.wav
UrbanSound8K/audio/fold8/157868-8-0-14.wav
UrbanSound8K/audio/fold8/157868-8-0-15.wav
UrbanSound8K/audio/fold8/157868-8-0-16.wav
UrbanSound8K/audio/fold8/157868-8-0-17.wav
UrbanSound8K/audio/fold8/157868-8-0-18.wav
UrbanSound8K/audio/fold8/157868-8-0-19.wav
UrbanSound8K/audio/fold8/157868-8-0-2.wav
UrbanSound8K/audio/fold8/157868-8-0-20.wav
UrbanSound8K/audio/fold8/157868-8-0-21.wav
UrbanSound8K/audio/fold8/157868-8-0-22.wav
UrbanSound8K/audio/fold8/157868-8-0-23.wav
UrbanSound8K/audio/fold8/157868-8-0-24.wav
UrbanSound8K/audio/fold8/157868-8-0-25.wav
UrbanSound8K/audio/fold8/157868-8-0-26.wav
UrbanSound8K/audio/fold8/157868-8-0-27.wav
UrbanSound8K/audio/fold8/157868-8-0-3.wav
UrbanSound8K/audio/fold8/157868-8-0-4.wav
UrbanSound8K/audio/fold8/157868-8-0-5.wav
UrbanSound8K/audio/fold8/157868-8-0-6.wav
UrbanSound8K/audio/fold8/157868-8-0-7.wav
UrbanSound8K/audio/fold8/157868-8-0-8.wav
UrbanSound8K/audio/fold8/157868-8-0-9.wav
UrbanSound8K/audio/fold8/159706-6-0-0.wav
UrbanSound8K/audio/fold8/160016-2-0-13.wav
UrbanSound8K/audio/fold8/160016-2-0-25.wav
UrbanSound8K/audio/fold8/160016-2-0-26.wav
UrbanSound8K/audio/fold8/160016-2-0-37.wav
UrbanSound8K/audio/fold8/160016-2-0-40.wav
UrbanSound8K/audio/fold8/160016-2-0-5.wav
UrbanSound8K/audio/fold8/160016-2-0-8.wav
UrbanSound8K/audio/fold8/161129-4-0-1.wav
UrbanSound8K/audio/fold8/161129-4-0-10.wav
UrbanSound8K/audio/fold8/161129-4-0-11.wav
UrbanSound8K/audio/fold8/161129-4-0-12.wav
UrbanSound8K/audio/fold8/161129-4-0-13.wav
UrbanSound8K/audio/fold8/161129-4-0-15.wav
UrbanSound8K/audio/fold8/161129-4-0-16.wav
UrbanSound8K/audio/fold8/161129-4-0-19.wav
UrbanSound8K/audio/fold8/161129-4-0-2.wav
UrbanSound8K/audio/fold8/161129-4-0-20.wav
UrbanSound8K/audio/fold8/161129-4-0-3.wav
UrbanSound8K/audio/fold8/161129-4-0-4.wav
UrbanSound8K/audio/fold8/161129-4-0-5.wav
UrbanSound8K/audio/fold8/161129-4-0-6.wav
UrbanSound8K/audio/fold8/161129-4-0-7.wav
UrbanSound8K/audio/fold8/161129-4-0-8.wav
UrbanSound8K/audio/fold8/161129-4-0-9.wav
UrbanSound8K/audio/fold8/162103-0-0-0.wav
UrbanSound8K/audio/fold8/162103-0-0-1.wav
UrbanSound8K/audio/fold8/162103-0-0-10.wav
UrbanSound8K/audio/fold8/162103-0-0-11.wav
UrbanSound8K/audio/fold8/162103-0-0-12.wav
UrbanSound8K/audio/fold8/162103-0-0-13.wav
UrbanSound8K/audio/fold8/162103-0-0-14.wav
UrbanSound8K/audio/fold8/162103-0-0-15.wav
UrbanSound8K/audio/fold8/162103-0-0-16.wav
UrbanSound8K/audio/fold8/162103-0-0-17.wav
UrbanSound8K/audio/fold8/162103-0-0-2.wav
UrbanSound8K/audio/fold8/162103-0-0-3.wav
UrbanSound8K/audio/fold8/162103-0-0-4.wav
UrbanSound8K/audio/fold8/162103-0-0-5.wav
UrbanSound8K/audio/fold8/162103-0-0-6.wav
UrbanSound8K/audio/fold8/162103-0-0-7.wav
UrbanSound8K/audio/fold8/162103-0-0-8.wav
UrbanSound8K/audio/fold8/162103-0-0-9.wav
UrbanSound8K/audio/fold8/162433-6-0-0.wav
UrbanSound8K/audio/fold8/162433-6-1-0.wav
UrbanSound8K/audio/fold8/162433-6-2-0.wav
UrbanSound8K/audio/fold8/162433-6-3-0.wav
UrbanSound8K/audio/fold8/162433-6-4-0.wav
UrbanSound8K/audio/fold8/162433-6-5-0.wav
UrbanSound8K/audio/fold8/162433-6-6-0.wav
UrbanSound8K/audio/fold8/162433-6-7-0.wav
UrbanSound8K/audio/fold8/162433-6-8-0.wav
UrbanSound8K/audio/fold8/164626-1-0-0.wav
UrbanSound8K/audio/fold8/167702-4-0-0.wav
UrbanSound8K/audio/fold8/167702-4-1-0.wav
UrbanSound8K/audio/fold8/167702-4-2-0.wav
UrbanSound8K/audio/fold8/167702-4-3-0.wav
UrbanSound8K/audio/fold8/167702-4-4-0.wav
UrbanSound8K/audio/fold8/167702-4-5-0.wav
UrbanSound8K/audio/fold8/167702-4-6-0.wav
UrbanSound8K/audio/fold8/167702-4-7-0.wav
UrbanSound8K/audio/fold8/167702-4-7-1.wav
UrbanSound8K/audio/fold8/167702-4-8-0.wav
UrbanSound8K/audio/fold8/167702-4-9-0.wav
UrbanSound8K/audio/fold8/168037-4-0-0.wav
UrbanSound8K/audio/fold8/168037-4-1-0.wav
UrbanSound8K/audio/fold8/168037-4-10-0.wav
UrbanSound8K/audio/fold8/168037-4-11-0.wav
UrbanSound8K/audio/fold8/168037-4-12-0.wav
UrbanSound8K/audio/fold8/168037-4-13-0.wav
UrbanSound8K/audio/fold8/168037-4-2-0.wav
UrbanSound8K/audio/fold8/168037-4-3-0.wav
UrbanSound8K/audio/fold8/168037-4-4-0.wav
UrbanSound8K/audio/fold8/168037-4-5-0.wav
UrbanSound8K/audio/fold8/168037-4-6-0.wav
UrbanSound8K/audio/fold8/168037-4-7-0.wav
UrbanSound8K/audio/fold8/168037-4-8-0.wav
UrbanSound8K/audio/fold8/168037-4-9-0.wav
UrbanSound8K/audio/fold8/16860-9-0-26.wav
UrbanSound8K/audio/fold8/16860-9-0-28.wav
UrbanSound8K/audio/fold8/16860-9-0-30.wav
UrbanSound8K/audio/fold8/16860-9-0-45.wav
UrbanSound8K/audio/fold8/16860-9-0-50.wav
UrbanSound8K/audio/fold8/16860-9-0-8.wav
UrbanSound8K/audio/fold8/169043-2-0-10.wav
UrbanSound8K/audio/fold8/169043-2-0-13.wav
UrbanSound8K/audio/fold8/169043-2-0-15.wav
UrbanSound8K/audio/fold8/169043-2-0-21.wav
UrbanSound8K/audio/fold8/169043-2-0-24.wav
UrbanSound8K/audio/fold8/169043-2-0-28.wav
UrbanSound8K/audio/fold8/169043-2-0-3.wav
UrbanSound8K/audio/fold8/170022-0-0-0.wav
UrbanSound8K/audio/fold8/170022-0-0-1.wav
UrbanSound8K/audio/fold8/17009-2-0-0.wav
UrbanSound8K/audio/fold8/17009-2-0-1.wav
UrbanSound8K/audio/fold8/17009-2-0-10.wav
UrbanSound8K/audio/fold8/17009-2-0-3.wav
UrbanSound8K/audio/fold8/17009-2-0-4.wav
UrbanSound8K/audio/fold8/17009-2-0-6.wav
UrbanSound8K/audio/fold8/17009-2-0-9.wav
UrbanSound8K/audio/fold8/171243-9-0-11.wav
UrbanSound8K/audio/fold8/171243-9-0-123.wav
UrbanSound8K/audio/fold8/171243-9-0-31.wav
UrbanSound8K/audio/fold8/171243-9-0-49.wav
UrbanSound8K/audio/fold8/171243-9-0-81.wav
UrbanSound8K/audio/fold8/171243-9-0-85.wav
UrbanSound8K/audio/fold8/171243-9-0-91.wav
UrbanSound8K/audio/fold8/171464-3-0-0.wav
UrbanSound8K/audio/fold8/171464-3-1-0.wav
UrbanSound8K/audio/fold8/171464-3-2-0.wav
UrbanSound8K/audio/fold8/174285-6-0-0.wav
UrbanSound8K/audio/fold8/174285-6-1-0.wav
UrbanSound8K/audio/fold8/174285-6-2-0.wav
UrbanSound8K/audio/fold8/174873-3-5-1.wav
UrbanSound8K/audio/fold8/174873-3-5-10.wav
UrbanSound8K/audio/fold8/174873-3-5-12.wav
UrbanSound8K/audio/fold8/174873-3-5-13.wav
UrbanSound8K/audio/fold8/175852-1-0-0.wav
UrbanSound8K/audio/fold8/175856-1-0-0.wav
UrbanSound8K/audio/fold8/175856-1-1-0.wav
UrbanSound8K/audio/fold8/175856-1-2-0.wav
UrbanSound8K/audio/fold8/177726-0-0-1.wav
UrbanSound8K/audio/fold8/177726-0-0-10.wav
UrbanSound8K/audio/fold8/177726-0-0-11.wav
UrbanSound8K/audio/fold8/177726-0-0-12.wav
UrbanSound8K/audio/fold8/177726-0-0-13.wav
UrbanSound8K/audio/fold8/177726-0-0-14.wav
UrbanSound8K/audio/fold8/177726-0-0-15.wav
UrbanSound8K/audio/fold8/177726-0-0-17.wav
UrbanSound8K/audio/fold8/177726-0-0-18.wav
UrbanSound8K/audio/fold8/177726-0-0-19.wav
UrbanSound8K/audio/fold8/177726-0-0-2.wav
UrbanSound8K/audio/fold8/177726-0-0-21.wav
UrbanSound8K/audio/fold8/177726-0-0-22.wav
UrbanSound8K/audio/fold8/177726-0-0-23.wav
UrbanSound8K/audio/fold8/177726-0-0-25.wav
UrbanSound8K/audio/fold8/177726-0-0-26.wav
UrbanSound8K/audio/fold8/177726-0-0-27.wav
UrbanSound8K/audio/fold8/177726-0-0-28.wav
UrbanSound8K/audio/fold8/177726-0-0-29.wav
UrbanSound8K/audio/fold8/177726-0-0-3.wav
UrbanSound8K/audio/fold8/177726-0-0-30.wav
UrbanSound8K/audio/fold8/177726-0-0-31.wav
UrbanSound8K/audio/fold8/177726-0-0-32.wav
UrbanSound8K/audio/fold8/177726-0-0-33.wav
UrbanSound8K/audio/fold8/177726-0-0-34.wav
UrbanSound8K/audio/fold8/177726-0-0-36.wav
UrbanSound8K/audio/fold8/177726-0-0-37.wav
UrbanSound8K/audio/fold8/177726-0-0-5.wav
UrbanSound8K/audio/fold8/177726-0-0-6.wav
UrbanSound8K/audio/fold8/177726-0-0-7.wav
UrbanSound8K/audio/fold8/177726-0-0-8.wav
UrbanSound8K/audio/fold8/177726-0-0-9.wav
UrbanSound8K/audio/fold8/17810-3-0-0.wav
UrbanSound8K/audio/fold8/17810-3-1-0.wav
UrbanSound8K/audio/fold8/179039-9-0-22.wav
UrbanSound8K/audio/fold8/179039-9-0-23.wav
UrbanSound8K/audio/fold8/179039-9-0-30.wav
UrbanSound8K/audio/fold8/179039-9-0-38.wav
UrbanSound8K/audio/fold8/179039-9-0-4.wav
UrbanSound8K/audio/fold8/179039-9-0-40.wav
UrbanSound8K/audio/fold8/180132-4-0-0.wav
UrbanSound8K/audio/fold8/180132-4-1-0.wav
UrbanSound8K/audio/fold8/180132-4-2-0.wav
UrbanSound8K/audio/fold8/180132-4-3-0.wav
UrbanSound8K/audio/fold8/180134-4-1-3.wav
UrbanSound8K/audio/fold8/180134-4-1-7.wav
UrbanSound8K/audio/fold8/180134-4-1-8.wav
UrbanSound8K/audio/fold8/180134-4-1-9.wav
UrbanSound8K/audio/fold8/180134-4-2-0.wav
UrbanSound8K/audio/fold8/180134-4-2-1.wav
UrbanSound8K/audio/fold8/180134-4-2-11.wav
UrbanSound8K/audio/fold8/180134-4-2-13.wav
UrbanSound8K/audio/fold8/180134-4-2-15.wav
UrbanSound8K/audio/fold8/180134-4-2-16.wav
UrbanSound8K/audio/fold8/180134-4-2-17.wav
UrbanSound8K/audio/fold8/180134-4-2-19.wav
UrbanSound8K/audio/fold8/180134-4-2-3.wav
UrbanSound8K/audio/fold8/180134-4-2-4.wav
UrbanSound8K/audio/fold8/180134-4-2-5.wav
UrbanSound8K/audio/fold8/180134-4-2-6.wav
UrbanSound8K/audio/fold8/180134-4-2-9.wav
UrbanSound8K/audio/fold8/186935-5-0-0.wav
UrbanSound8K/audio/fold8/186935-5-0-1.wav
UrbanSound8K/audio/fold8/186940-5-0-0.wav
UrbanSound8K/audio/fold8/189825-9-0-0.wav
UrbanSound8K/audio/fold8/189825-9-0-1.wav
UrbanSound8K/audio/fold8/189825-9-0-2.wav
UrbanSound8K/audio/fold8/189825-9-0-3.wav
UrbanSound8K/audio/fold8/189825-9-0-5.wav
UrbanSound8K/audio/fold8/189825-9-0-7.wav
UrbanSound8K/audio/fold8/189846-3-0-0.wav
UrbanSound8K/audio/fold8/189846-3-1-0.wav
UrbanSound8K/audio/fold8/189846-3-3-0.wav
UrbanSound8K/audio/fold8/189846-3-4-0.wav
UrbanSound8K/audio/fold8/190996-3-0-0.wav
UrbanSound8K/audio/fold8/190996-3-0-1.wav
UrbanSound8K/audio/fold8/190996-3-0-8.wav
UrbanSound8K/audio/fold8/193699-2-0-109.wav
UrbanSound8K/audio/fold8/193699-2-0-3.wav
UrbanSound8K/audio/fold8/193699-2-0-32.wav
UrbanSound8K/audio/fold8/193699-2-0-33.wav
UrbanSound8K/audio/fold8/193699-2-0-46.wav
UrbanSound8K/audio/fold8/193699-2-0-54.wav
UrbanSound8K/audio/fold8/193699-2-0-62.wav
UrbanSound8K/audio/fold8/193699-2-0-69.wav
UrbanSound8K/audio/fold8/194733-9-0-1.wav
UrbanSound8K/audio/fold8/194733-9-0-10.wav
UrbanSound8K/audio/fold8/194733-9-0-11.wav
UrbanSound8K/audio/fold8/194733-9-0-12.wav
UrbanSound8K/audio/fold8/194733-9-0-14.wav
UrbanSound8K/audio/fold8/194733-9-0-16.wav
UrbanSound8K/audio/fold8/194733-9-0-7.wav
UrbanSound8K/audio/fold8/196057-2-0-0.wav
UrbanSound8K/audio/fold8/196068-2-0-0.wav
UrbanSound8K/audio/fold8/196068-2-0-1.wav
UrbanSound8K/audio/fold8/196074-2-0-0.wav
UrbanSound8K/audio/fold8/196561-3-0-16.wav
UrbanSound8K/audio/fold8/196561-3-0-29.wav
UrbanSound8K/audio/fold8/196561-3-0-44.wav
UrbanSound8K/audio/fold8/196561-3-0-9.wav
UrbanSound8K/audio/fold8/204526-2-0-121.wav
UrbanSound8K/audio/fold8/204526-2-0-134.wav
UrbanSound8K/audio/fold8/204526-2-0-153.wav
UrbanSound8K/audio/fold8/204526-2-0-160.wav
UrbanSound8K/audio/fold8/204526-2-0-166.wav
UrbanSound8K/audio/fold8/204526-2-0-193.wav
UrbanSound8K/audio/fold8/204526-2-0-71.wav
UrbanSound8K/audio/fold8/205610-4-0-0.wav
UrbanSound8K/audio/fold8/205610-4-0-1.wav
UrbanSound8K/audio/fold8/205610-4-0-2.wav
UrbanSound8K/audio/fold8/205610-4-0-3.wav
UrbanSound8K/audio/fold8/205610-4-0-4.wav
UrbanSound8K/audio/fold8/205610-4-0-5.wav
UrbanSound8K/audio/fold8/207214-2-0-126.wav
UrbanSound8K/audio/fold8/207214-2-0-26.wav
UrbanSound8K/audio/fold8/207214-2-0-3.wav
UrbanSound8K/audio/fold8/207214-2-0-31.wav
UrbanSound8K/audio/fold8/207214-2-0-54.wav
UrbanSound8K/audio/fold8/207214-2-0-62.wav
UrbanSound8K/audio/fold8/207214-2-0-63.wav
UrbanSound8K/audio/fold8/207214-2-0-68.wav
UrbanSound8K/audio/fold8/207369-3-0-0.wav
UrbanSound8K/audio/fold8/24728-7-0-0.wav
UrbanSound8K/audio/fold8/24728-7-1-0.wav
UrbanSound8K/audio/fold8/24728-7-2-0.wav
UrbanSound8K/audio/fold8/24728-7-3-0.wav
UrbanSound8K/audio/fold8/24728-7-4-0.wav
UrbanSound8K/audio/fold8/24728-7-5-0.wav
UrbanSound8K/audio/fold8/25039-6-0-0.wav
UrbanSound8K/audio/fold8/25039-6-1-0.wav
UrbanSound8K/audio/fold8/26176-1-0-0.wav
UrbanSound8K/audio/fold8/29936-3-0-0.wav
UrbanSound8K/audio/fold8/29936-3-1-0.wav
UrbanSound8K/audio/fold8/29936-3-2-0.wav
UrbanSound8K/audio/fold8/29936-3-3-0.wav
UrbanSound8K/audio/fold8/30226-3-1-0.wav
UrbanSound8K/audio/fold8/30226-3-1-1.wav
UrbanSound8K/audio/fold8/30226-3-1-3.wav
UrbanSound8K/audio/fold8/30226-3-1-5.wav
UrbanSound8K/audio/fold8/31325-3-1-0.wav
UrbanSound8K/audio/fold8/31325-3-1-1.wav
UrbanSound8K/audio/fold8/31325-3-3-6.wav
UrbanSound8K/audio/fold8/31325-3-4-0.wav
UrbanSound8K/audio/fold8/33340-7-0-0.wav
UrbanSound8K/audio/fold8/33340-7-1-0.wav
UrbanSound8K/audio/fold8/33340-7-10-0.wav
UrbanSound8K/audio/fold8/33340-7-11-0.wav
UrbanSound8K/audio/fold8/33340-7-12-0.wav
UrbanSound8K/audio/fold8/33340-7-13-0.wav
UrbanSound8K/audio/fold8/33340-7-14-0.wav
UrbanSound8K/audio/fold8/33340-7-15-0.wav
UrbanSound8K/audio/fold8/33340-7-16-0.wav
UrbanSound8K/audio/fold8/33340-7-2-0.wav
UrbanSound8K/audio/fold8/33340-7-3-0.wav
UrbanSound8K/audio/fold8/33340-7-4-0.wav
UrbanSound8K/audio/fold8/33340-7-5-0.wav
UrbanSound8K/audio/fold8/33340-7-6-0.wav
UrbanSound8K/audio/fold8/33340-7-7-0.wav
UrbanSound8K/audio/fold8/33340-7-8-0.wav
UrbanSound8K/audio/fold8/33340-7-9-0.wav
UrbanSound8K/audio/fold8/34866-9-0-10.wav
UrbanSound8K/audio/fold8/34866-9-0-11.wav
UrbanSound8K/audio/fold8/34866-9-0-13.wav
UrbanSound8K/audio/fold8/34866-9-0-3.wav
UrbanSound8K/audio/fold8/34866-9-0-5.wav
UrbanSound8K/audio/fold8/34866-9-0-9.wav
UrbanSound8K/audio/fold8/36429-2-0-13.wav
UrbanSound8K/audio/fold8/36429-2-0-14.wav
UrbanSound8K/audio/fold8/36429-2-0-15.wav
UrbanSound8K/audio/fold8/36429-2-0-18.wav
UrbanSound8K/audio/fold8/36429-2-0-23.wav
UrbanSound8K/audio/fold8/36429-2-0-6.wav
UrbanSound8K/audio/fold8/36429-2-0-7.wav
UrbanSound8K/audio/fold8/39967-9-0-0.wav
UrbanSound8K/audio/fold8/39967-9-0-100.wav
UrbanSound8K/audio/fold8/39967-9-0-44.wav
UrbanSound8K/audio/fold8/39967-9-0-56.wav
UrbanSound8K/audio/fold8/39967-9-0-78.wav
UrbanSound8K/audio/fold8/39967-9-0-99.wav
UrbanSound8K/audio/fold8/41364-9-0-11.wav
UrbanSound8K/audio/fold8/41364-9-0-18.wav
UrbanSound8K/audio/fold8/41364-9-0-22.wav
UrbanSound8K/audio/fold8/41364-9-0-23.wav
UrbanSound8K/audio/fold8/41364-9-0-24.wav
UrbanSound8K/audio/fold8/41364-9-0-27.wav
UrbanSound8K/audio/fold8/42324-4-0-0.wav
UrbanSound8K/audio/fold8/42324-4-1-0.wav
UrbanSound8K/audio/fold8/42324-4-2-0.wav
UrbanSound8K/audio/fold8/42324-4-2-1.wav
UrbanSound8K/audio/fold8/42324-4-2-2.wav
UrbanSound8K/audio/fold8/42324-4-2-3.wav
UrbanSound8K/audio/fold8/42324-4-2-4.wav
UrbanSound8K/audio/fold8/44110-3-0-0.wav
UrbanSound8K/audio/fold8/44110-3-1-0.wav
UrbanSound8K/audio/fold8/44110-3-3-0.wav
UrbanSound8K/audio/fold8/44110-3-4-0.wav
UrbanSound8K/audio/fold8/4918-3-0-0.wav
UrbanSound8K/audio/fold8/4918-3-1-0.wav
UrbanSound8K/audio/fold8/4918-3-3-0.wav
UrbanSound8K/audio/fold8/4918-3-4-0.wav
UrbanSound8K/audio/fold8/49974-1-0-0.wav
UrbanSound8K/audio/fold8/50613-3-0-0.wav
UrbanSound8K/audio/fold8/50668-5-0-0.wav
UrbanSound8K/audio/fold8/50668-5-0-1.wav
UrbanSound8K/audio/fold8/50668-5-0-2.wav
UrbanSound8K/audio/fold8/50668-5-1-0.wav
UrbanSound8K/audio/fold8/50668-5-2-0.wav
UrbanSound8K/audio/fold8/50668-5-3-0.wav
UrbanSound8K/audio/fold8/50668-5-4-0.wav
UrbanSound8K/audio/fold8/50668-5-5-0.wav
UrbanSound8K/audio/fold8/50668-5-5-1.wav
UrbanSound8K/audio/fold8/50668-5-5-2.wav
UrbanSound8K/audio/fold8/50668-5-6-0.wav
UrbanSound8K/audio/fold8/50668-5-7-0.wav
UrbanSound8K/audio/fold8/52284-6-0-0.wav
UrbanSound8K/audio/fold8/52633-3-0-1.wav
UrbanSound8K/audio/fold8/52633-3-0-2.wav
UrbanSound8K/audio/fold8/52633-3-0-8.wav
UrbanSound8K/audio/fold8/52633-3-0-9.wav
UrbanSound8K/audio/fold8/54383-0-0-0.wav
UrbanSound8K/audio/fold8/54383-0-0-1.wav
UrbanSound8K/audio/fold8/54383-0-0-10.wav
UrbanSound8K/audio/fold8/54383-0-0-11.wav
UrbanSound8K/audio/fold8/54383-0-0-2.wav
UrbanSound8K/audio/fold8/54383-0-0-3.wav
UrbanSound8K/audio/fold8/54383-0-0-4.wav
UrbanSound8K/audio/fold8/54383-0-0-5.wav
UrbanSound8K/audio/fold8/54383-0-0-6.wav
UrbanSound8K/audio/fold8/54383-0-0-7.wav
UrbanSound8K/audio/fold8/54383-0-0-8.wav
UrbanSound8K/audio/fold8/54383-0-0-9.wav
UrbanSound8K/audio/fold8/54914-2-0-23.wav
UrbanSound8K/audio/fold8/54914-2-0-26.wav
UrbanSound8K/audio/fold8/54914-2-0-27.wav
UrbanSound8K/audio/fold8/54914-2-0-3.wav
UrbanSound8K/audio/fold8/54914-2-0-34.wav
UrbanSound8K/audio/fold8/54914-2-0-35.wav
UrbanSound8K/audio/fold8/54914-2-0-48.wav
UrbanSound8K/audio/fold8/55013-3-0-1.wav
UrbanSound8K/audio/fold8/55013-3-0-3.wav
UrbanSound8K/audio/fold8/55013-3-0-4.wav
UrbanSound8K/audio/fold8/55013-3-0-7.wav
UrbanSound8K/audio/fold8/59595-4-0-0.wav
UrbanSound8K/audio/fold8/59595-4-0-1.wav
UrbanSound8K/audio/fold8/61077-3-0-0.wav
UrbanSound8K/audio/fold8/61077-3-1-0.wav
UrbanSound8K/audio/fold8/61077-3-2-0.wav
UrbanSound8K/audio/fold8/61077-3-3-0.wav
UrbanSound8K/audio/fold8/62048-3-0-2.wav
UrbanSound8K/audio/fold8/62048-3-0-3.wav
UrbanSound8K/audio/fold8/62048-3-0-4.wav
UrbanSound8K/audio/fold8/62048-3-0-5.wav
UrbanSound8K/audio/fold8/66324-9-0-19.wav
UrbanSound8K/audio/fold8/66324-9-0-30.wav
UrbanSound8K/audio/fold8/66324-9-0-4.wav
UrbanSound8K/audio/fold8/66324-9-0-42.wav
UrbanSound8K/audio/fold8/66324-9-0-53.wav
UrbanSound8K/audio/fold8/66324-9-0-54.wav
UrbanSound8K/audio/fold8/66599-9-0-11.wav
UrbanSound8K/audio/fold8/66599-9-0-17.wav
UrbanSound8K/audio/fold8/66599-9-1-11.wav
UrbanSound8K/audio/fold8/66599-9-1-21.wav
UrbanSound8K/audio/fold8/66599-9-1-23.wav
UrbanSound8K/audio/fold8/66599-9-1-4.wav
UrbanSound8K/audio/fold8/68080-7-0-0.wav
UrbanSound8K/audio/fold8/68080-7-0-1.wav
UrbanSound8K/audio/fold8/68080-7-0-2.wav
UrbanSound8K/audio/fold8/68080-7-0-3.wav
UrbanSound8K/audio/fold8/68080-7-0-4.wav
UrbanSound8K/audio/fold8/68080-7-0-5.wav
UrbanSound8K/audio/fold8/68080-7-0-6.wav
UrbanSound8K/audio/fold8/68080-7-0-7.wav
UrbanSound8K/audio/fold8/68080-7-0-8.wav
UrbanSound8K/audio/fold8/68080-7-0-9.wav
UrbanSound8K/audio/fold8/6984-1-0-0.wav
UrbanSound8K/audio/fold8/70168-3-1-11.wav
UrbanSound8K/audio/fold8/70168-3-1-13.wav
UrbanSound8K/audio/fold8/70168-3-1-20.wav
UrbanSound8K/audio/fold8/70168-3-1-24.wav
UrbanSound8K/audio/fold8/7065-6-0-0.wav
UrbanSound8K/audio/fold8/7068-6-0-0.wav
UrbanSound8K/audio/fold8/71177-8-0-0.wav
UrbanSound8K/audio/fold8/71177-8-0-1.wav
UrbanSound8K/audio/fold8/71177-8-1-0.wav
UrbanSound8K/audio/fold8/71177-8-1-1.wav
UrbanSound8K/audio/fold8/71177-8-1-2.wav
UrbanSound8K/audio/fold8/71177-8-1-3.wav
UrbanSound8K/audio/fold8/71177-8-1-4.wav
UrbanSound8K/audio/fold8/71177-8-2-0.wav
UrbanSound8K/audio/fold8/71177-8-2-1.wav
UrbanSound8K/audio/fold8/71309-1-0-0.wav
UrbanSound8K/audio/fold8/71309-1-0-1.wav
UrbanSound8K/audio/fold8/71309-1-0-2.wav
UrbanSound8K/audio/fold8/71309-1-0-3.wav
UrbanSound8K/audio/fold8/71309-1-0-4.wav
UrbanSound8K/audio/fold8/71309-1-0-5.wav
UrbanSound8K/audio/fold8/71309-1-0-6.wav
UrbanSound8K/audio/fold8/71309-1-0-7.wav
UrbanSound8K/audio/fold8/71309-1-0-8.wav
UrbanSound8K/audio/fold8/71309-1-1-0.wav
UrbanSound8K/audio/fold8/71309-1-2-0.wav
UrbanSound8K/audio/fold8/71700-3-3-2.wav
UrbanSound8K/audio/fold8/71700-3-4-0.wav
UrbanSound8K/audio/fold8/71700-3-4-1.wav
UrbanSound8K/audio/fold8/71700-3-4-3.wav
UrbanSound8K/audio/fold8/72015-2-0-0.wav
UrbanSound8K/audio/fold8/72015-2-0-1.wav
UrbanSound8K/audio/fold8/72015-2-0-2.wav
UrbanSound8K/audio/fold8/72015-2-0-3.wav
UrbanSound8K/audio/fold8/72015-2-0-4.wav
UrbanSound8K/audio/fold8/72015-2-0-5.wav
UrbanSound8K/audio/fold8/72221-3-1-0.wav
UrbanSound8K/audio/fold8/72221-3-4-1.wav
UrbanSound8K/audio/fold8/72221-3-4-5.wav
UrbanSound8K/audio/fold8/72221-3-4-7.wav
UrbanSound8K/audio/fold8/7390-9-0-0.wav
UrbanSound8K/audio/fold8/7390-9-0-3.wav
UrbanSound8K/audio/fold8/7390-9-0-6.wav
UrbanSound8K/audio/fold8/7390-9-0-9.wav
UrbanSound8K/audio/fold8/7390-9-1-11.wav
UrbanSound8K/audio/fold8/7390-9-1-12.wav
UrbanSound8K/audio/fold8/7390-9-1-5.wav
UrbanSound8K/audio/fold8/74677-0-0-0.wav
UrbanSound8K/audio/fold8/74677-0-0-10.wav
UrbanSound8K/audio/fold8/74677-0-0-105.wav
UrbanSound8K/audio/fold8/74677-0-0-116.wav
UrbanSound8K/audio/fold8/74677-0-0-13.wav
UrbanSound8K/audio/fold8/74677-0-0-130.wav
UrbanSound8K/audio/fold8/74677-0-0-134.wav
UrbanSound8K/audio/fold8/74677-0-0-135.wav
UrbanSound8K/audio/fold8/74677-0-0-14.wav
UrbanSound8K/audio/fold8/74677-0-0-19.wav
UrbanSound8K/audio/fold8/74677-0-0-2.wav
UrbanSound8K/audio/fold8/74677-0-0-21.wav
UrbanSound8K/audio/fold8/74677-0-0-28.wav
UrbanSound8K/audio/fold8/74677-0-0-3.wav
UrbanSound8K/audio/fold8/74677-0-0-35.wav
UrbanSound8K/audio/fold8/74677-0-0-36.wav
UrbanSound8K/audio/fold8/74677-0-0-38.wav
UrbanSound8K/audio/fold8/74677-0-0-47.wav
UrbanSound8K/audio/fold8/74677-0-0-56.wav
UrbanSound8K/audio/fold8/74677-0-0-57.wav
UrbanSound8K/audio/fold8/74677-0-0-58.wav
UrbanSound8K/audio/fold8/74677-0-0-6.wav
UrbanSound8K/audio/fold8/74677-0-0-61.wav
UrbanSound8K/audio/fold8/74677-0-0-64.wav
UrbanSound8K/audio/fold8/74677-0-0-66.wav
UrbanSound8K/audio/fold8/74677-0-0-67.wav
UrbanSound8K/audio/fold8/74677-0-0-69.wav
UrbanSound8K/audio/fold8/74677-0-0-75.wav
UrbanSound8K/audio/fold8/74677-0-0-92.wav
UrbanSound8K/audio/fold8/74677-0-0-94.wav
UrbanSound8K/audio/fold8/74677-0-0-95.wav
UrbanSound8K/audio/fold8/76085-4-0-103.wav
UrbanSound8K/audio/fold8/76085-4-0-14.wav
UrbanSound8K/audio/fold8/76085-4-0-24.wav
UrbanSound8K/audio/fold8/76085-4-0-27.wav
UrbanSound8K/audio/fold8/76085-4-0-35.wav
UrbanSound8K/audio/fold8/76085-4-0-37.wav
UrbanSound8K/audio/fold8/76085-4-0-38.wav
UrbanSound8K/audio/fold8/76085-4-0-55.wav
UrbanSound8K/audio/fold8/76085-4-0-6.wav
UrbanSound8K/audio/fold8/76085-4-0-61.wav
UrbanSound8K/audio/fold8/76085-4-0-62.wav
UrbanSound8K/audio/fold8/76085-4-0-66.wav
UrbanSound8K/audio/fold8/76085-4-0-81.wav
UrbanSound8K/audio/fold8/76085-4-0-89.wav
UrbanSound8K/audio/fold8/76085-4-0-93.wav
UrbanSound8K/audio/fold8/76085-4-0-97.wav
UrbanSound8K/audio/fold8/76266-2-0-40.wav
UrbanSound8K/audio/fold8/76266-2-0-46.wav
UrbanSound8K/audio/fold8/76266-2-0-50.wav
UrbanSound8K/audio/fold8/76266-2-0-55.wav
UrbanSound8K/audio/fold8/76266-2-0-7.wav
UrbanSound8K/audio/fold8/76266-2-0-76.wav
UrbanSound8K/audio/fold8/76266-2-0-80.wav
UrbanSound8K/audio/fold8/76266-2-0-91.wav
UrbanSound8K/audio/fold8/80589-0-0-0.wav
UrbanSound8K/audio/fold8/80589-0-0-1.wav
UrbanSound8K/audio/fold8/80589-0-0-2.wav
UrbanSound8K/audio/fold8/80589-0-0-3.wav
UrbanSound8K/audio/fold8/80589-0-0-4.wav
UrbanSound8K/audio/fold8/81787-2-0-0.wav
UrbanSound8K/audio/fold8/81787-2-0-14.wav
UrbanSound8K/audio/fold8/81787-2-0-23.wav
UrbanSound8K/audio/fold8/81787-2-0-35.wav
UrbanSound8K/audio/fold8/81787-2-0-39.wav
UrbanSound8K/audio/fold8/81787-2-0-4.wav
UrbanSound8K/audio/fold8/81787-2-0-48.wav
UrbanSound8K/audio/fold8/81787-2-0-49.wav
UrbanSound8K/audio/fold8/83465-1-0-0.wav
UrbanSound8K/audio/fold8/89207-3-0-0.wav
UrbanSound8K/audio/fold8/91209-5-0-0.wav
UrbanSound8K/audio/fold8/91209-5-0-1.wav
UrbanSound8K/audio/fold8/91209-5-0-2.wav
UrbanSound8K/audio/fold8/91209-5-1-0.wav
UrbanSound8K/audio/fold8/91209-5-1-1.wav
UrbanSound8K/audio/fold8/91209-5-1-2.wav
UrbanSound8K/audio/fold8/91209-5-1-3.wav
UrbanSound8K/audio/fold8/91209-5-1-4.wav
UrbanSound8K/audio/fold8/91209-5-1-5.wav
UrbanSound8K/audio/fold8/95549-3-0-14.wav
UrbanSound8K/audio/fold8/95549-3-0-20.wav
UrbanSound8K/audio/fold8/95549-3-0-6.wav
UrbanSound8K/audio/fold8/95549-3-0-7.wav
UrbanSound8K/audio/fold8/96159-4-0-0.wav
UrbanSound8K/audio/fold8/96159-4-1-0.wav
UrbanSound8K/audio/fold8/96657-8-0-0.wav
UrbanSound8K/audio/fold8/96657-8-0-1.wav
UrbanSound8K/audio/fold8/96657-8-0-2.wav
UrbanSound8K/audio/fold8/96657-8-0-3.wav
UrbanSound8K/audio/fold8/98536-8-0-0.wav
UrbanSound8K/audio/fold8/99179-9-0-12.wav
UrbanSound8K/audio/fold8/99179-9-0-17.wav
UrbanSound8K/audio/fold8/99179-9-0-19.wav
UrbanSound8K/audio/fold8/99179-9-0-38.wav
UrbanSound8K/audio/fold8/99179-9-0-53.wav
UrbanSound8K/audio/fold8/99179-9-0-58.wav
UrbanSound8K/audio/fold9/
UrbanSound8K/audio/fold9/.DS_Store
UrbanSound8K/audio/fold9/101729-0-0-1.wav
UrbanSound8K/audio/fold9/101729-0-0-11.wav
UrbanSound8K/audio/fold9/101729-0-0-12.wav
UrbanSound8K/audio/fold9/101729-0-0-13.wav
UrbanSound8K/audio/fold9/101729-0-0-14.wav
UrbanSound8K/audio/fold9/101729-0-0-16.wav
UrbanSound8K/audio/fold9/101729-0-0-17.wav
UrbanSound8K/audio/fold9/101729-0-0-18.wav
UrbanSound8K/audio/fold9/101729-0-0-19.wav
UrbanSound8K/audio/fold9/101729-0-0-21.wav
UrbanSound8K/audio/fold9/101729-0-0-22.wav
UrbanSound8K/audio/fold9/101729-0-0-23.wav
UrbanSound8K/audio/fold9/101729-0-0-24.wav
UrbanSound8K/audio/fold9/101729-0-0-26.wav
UrbanSound8K/audio/fold9/101729-0-0-28.wav
UrbanSound8K/audio/fold9/101729-0-0-29.wav
UrbanSound8K/audio/fold9/101729-0-0-3.wav
UrbanSound8K/audio/fold9/101729-0-0-32.wav
UrbanSound8K/audio/fold9/101729-0-0-33.wav
UrbanSound8K/audio/fold9/101729-0-0-36.wav
UrbanSound8K/audio/fold9/101729-0-0-37.wav
UrbanSound8K/audio/fold9/101729-0-0-38.wav
UrbanSound8K/audio/fold9/101729-0-0-39.wav
UrbanSound8K/audio/fold9/101729-0-0-4.wav
UrbanSound8K/audio/fold9/101729-0-0-40.wav
UrbanSound8K/audio/fold9/101729-0-0-6.wav
UrbanSound8K/audio/fold9/101729-0-0-9.wav
UrbanSound8K/audio/fold9/103249-5-0-0.wav
UrbanSound8K/audio/fold9/103249-5-0-1.wav
UrbanSound8K/audio/fold9/103249-5-0-10.wav
UrbanSound8K/audio/fold9/103249-5-0-11.wav
UrbanSound8K/audio/fold9/103249-5-0-12.wav
UrbanSound8K/audio/fold9/103249-5-0-13.wav
UrbanSound8K/audio/fold9/103249-5-0-14.wav
UrbanSound8K/audio/fold9/103249-5-0-15.wav
UrbanSound8K/audio/fold9/103249-5-0-16.wav
UrbanSound8K/audio/fold9/103249-5-0-17.wav
UrbanSound8K/audio/fold9/103249-5-0-18.wav
UrbanSound8K/audio/fold9/103249-5-0-19.wav
UrbanSound8K/audio/fold9/103249-5-0-2.wav
UrbanSound8K/audio/fold9/103249-5-0-3.wav
UrbanSound8K/audio/fold9/103249-5-0-4.wav
UrbanSound8K/audio/fold9/103249-5-0-5.wav
UrbanSound8K/audio/fold9/103249-5-0-6.wav
UrbanSound8K/audio/fold9/103249-5-0-7.wav
UrbanSound8K/audio/fold9/103249-5-0-8.wav
UrbanSound8K/audio/fold9/103249-5-0-9.wav
UrbanSound8K/audio/fold9/105029-7-0-0.wav
UrbanSound8K/audio/fold9/105029-7-0-1.wav
UrbanSound8K/audio/fold9/105029-7-0-2.wav
UrbanSound8K/audio/fold9/105029-7-0-3.wav
UrbanSound8K/audio/fold9/105029-7-0-4.wav
UrbanSound8K/audio/fold9/105029-7-0-5.wav
UrbanSound8K/audio/fold9/105029-7-0-6.wav
UrbanSound8K/audio/fold9/105029-7-1-0.wav
UrbanSound8K/audio/fold9/105029-7-1-1.wav
UrbanSound8K/audio/fold9/105029-7-1-10.wav
UrbanSound8K/audio/fold9/105029-7-1-11.wav
UrbanSound8K/audio/fold9/105029-7-1-12.wav
UrbanSound8K/audio/fold9/105029-7-1-13.wav
UrbanSound8K/audio/fold9/105029-7-1-2.wav
UrbanSound8K/audio/fold9/105029-7-1-3.wav
UrbanSound8K/audio/fold9/105029-7-1-4.wav
UrbanSound8K/audio/fold9/105029-7-1-5.wav
UrbanSound8K/audio/fold9/105029-7-1-6.wav
UrbanSound8K/audio/fold9/105029-7-1-7.wav
UrbanSound8K/audio/fold9/105029-7-1-8.wav
UrbanSound8K/audio/fold9/105029-7-1-9.wav
UrbanSound8K/audio/fold9/105029-7-2-0.wav
UrbanSound8K/audio/fold9/105029-7-2-1.wav
UrbanSound8K/audio/fold9/105029-7-2-10.wav
UrbanSound8K/audio/fold9/105029-7-2-11.wav
UrbanSound8K/audio/fold9/105029-7-2-12.wav
UrbanSound8K/audio/fold9/105029-7-2-13.wav
UrbanSound8K/audio/fold9/105029-7-2-14.wav
UrbanSound8K/audio/fold9/105029-7-2-15.wav
UrbanSound8K/audio/fold9/105029-7-2-16.wav
UrbanSound8K/audio/fold9/105029-7-2-2.wav
UrbanSound8K/audio/fold9/105029-7-2-3.wav
UrbanSound8K/audio/fold9/105029-7-2-4.wav
UrbanSound8K/audio/fold9/105029-7-2-5.wav
UrbanSound8K/audio/fold9/105029-7-2-6.wav
UrbanSound8K/audio/fold9/105029-7-2-7.wav
UrbanSound8K/audio/fold9/105029-7-2-8.wav
UrbanSound8K/audio/fold9/105029-7-2-9.wav
UrbanSound8K/audio/fold9/105029-7-3-0.wav
UrbanSound8K/audio/fold9/105029-7-3-1.wav
UrbanSound8K/audio/fold9/105029-7-3-2.wav
UrbanSound8K/audio/fold9/105029-7-3-3.wav
UrbanSound8K/audio/fold9/105029-7-3-4.wav
UrbanSound8K/audio/fold9/105029-7-3-5.wav
UrbanSound8K/audio/fold9/105029-7-3-6.wav
UrbanSound8K/audio/fold9/105029-7-3-7.wav
UrbanSound8K/audio/fold9/105029-7-4-0.wav
UrbanSound8K/audio/fold9/105029-7-4-1.wav
UrbanSound8K/audio/fold9/105029-7-4-2.wav
UrbanSound8K/audio/fold9/105029-7-4-3.wav
UrbanSound8K/audio/fold9/105088-3-0-10.wav
UrbanSound8K/audio/fold9/105088-3-0-11.wav
UrbanSound8K/audio/fold9/105088-3-0-19.wav
UrbanSound8K/audio/fold9/105088-3-0-8.wav
UrbanSound8K/audio/fold9/106955-6-0-0.wav
UrbanSound8K/audio/fold9/110389-3-0-0.wav
UrbanSound8K/audio/fold9/116483-3-0-1.wav
UrbanSound8K/audio/fold9/116483-3-0-2.wav
UrbanSound8K/audio/fold9/116483-3-1-0.wav
UrbanSound8K/audio/fold9/116483-3-1-2.wav
UrbanSound8K/audio/fold9/119420-3-0-0.wav
UrbanSound8K/audio/fold9/119420-3-1-0.wav
UrbanSound8K/audio/fold9/119449-5-0-0.wav
UrbanSound8K/audio/fold9/119449-5-0-1.wav
UrbanSound8K/audio/fold9/119449-5-0-2.wav
UrbanSound8K/audio/fold9/119449-5-0-3.wav
UrbanSound8K/audio/fold9/119449-5-0-4.wav
UrbanSound8K/audio/fold9/119449-5-0-5.wav
UrbanSound8K/audio/fold9/119449-5-0-6.wav
UrbanSound8K/audio/fold9/119809-7-0-0.wav
UrbanSound8K/audio/fold9/119809-7-0-1.wav
UrbanSound8K/audio/fold9/119809-7-0-2.wav
UrbanSound8K/audio/fold9/119809-7-0-3.wav
UrbanSound8K/audio/fold9/119809-7-0-4.wav
UrbanSound8K/audio/fold9/119809-7-0-5.wav
UrbanSound8K/audio/fold9/119809-7-0-6.wav
UrbanSound8K/audio/fold9/127538-4-0-0.wav
UrbanSound8K/audio/fold9/127538-4-1-0.wav
UrbanSound8K/audio/fold9/127538-4-2-0.wav
UrbanSound8K/audio/fold9/12812-5-0-0.wav
UrbanSound8K/audio/fold9/12812-5-0-1.wav
UrbanSound8K/audio/fold9/12812-5-0-2.wav
UrbanSound8K/audio/fold9/13579-2-0-15.wav
UrbanSound8K/audio/fold9/13579-2-0-16.wav
UrbanSound8K/audio/fold9/13579-2-0-17.wav
UrbanSound8K/audio/fold9/13579-2-0-2.wav
UrbanSound8K/audio/fold9/13579-2-0-38.wav
UrbanSound8K/audio/fold9/13579-2-0-48.wav
UrbanSound8K/audio/fold9/13579-2-0-53.wav
UrbanSound8K/audio/fold9/13579-2-0-62.wav
UrbanSound8K/audio/fold9/136399-6-0-0.wav
UrbanSound8K/audio/fold9/136399-6-1-0.wav
UrbanSound8K/audio/fold9/136399-6-2-0.wav
UrbanSound8K/audio/fold9/136399-6-3-0.wav
UrbanSound8K/audio/fold9/136399-6-4-0.wav
UrbanSound8K/audio/fold9/136399-6-5-0.wav
UrbanSound8K/audio/fold9/136399-6-6-0.wav
UrbanSound8K/audio/fold9/136399-6-7-0.wav
UrbanSound8K/audio/fold9/136399-6-8-0.wav
UrbanSound8K/audio/fold9/136399-6-9-0.wav
UrbanSound8K/audio/fold9/137803-3-0-0.wav
UrbanSound8K/audio/fold9/137803-3-0-1.wav
UrbanSound8K/audio/fold9/137803-3-0-2.wav
UrbanSound8K/audio/fold9/137815-4-0-0.wav
UrbanSound8K/audio/fold9/137815-4-0-1.wav
UrbanSound8K/audio/fold9/137815-4-0-10.wav
UrbanSound8K/audio/fold9/137815-4-0-2.wav
UrbanSound8K/audio/fold9/137815-4-0-3.wav
UrbanSound8K/audio/fold9/137815-4-0-4.wav
UrbanSound8K/audio/fold9/137815-4-0-5.wav
UrbanSound8K/audio/fold9/137815-4-0-6.wav
UrbanSound8K/audio/fold9/137815-4-0-7.wav
UrbanSound8K/audio/fold9/137815-4-0-8.wav
UrbanSound8K/audio/fold9/137815-4-0-9.wav
UrbanSound8K/audio/fold9/138468-1-0-0.wav
UrbanSound8K/audio/fold9/14111-4-0-0.wav
UrbanSound8K/audio/fold9/14111-4-0-1.wav
UrbanSound8K/audio/fold9/14111-4-0-2.wav
UrbanSound8K/audio/fold9/14111-4-0-3.wav
UrbanSound8K/audio/fold9/14111-4-0-4.wav
UrbanSound8K/audio/fold9/14111-4-0-5.wav
UrbanSound8K/audio/fold9/14111-4-0-6.wav
UrbanSound8K/audio/fold9/14111-4-0-7.wav
UrbanSound8K/audio/fold9/14385-9-0-10.wav
UrbanSound8K/audio/fold9/14385-9-0-11.wav
UrbanSound8K/audio/fold9/14385-9-0-13.wav
UrbanSound8K/audio/fold9/14385-9-0-14.wav
UrbanSound8K/audio/fold9/14385-9-0-17.wav
UrbanSound8K/audio/fold9/14385-9-0-21.wav
UrbanSound8K/audio/fold9/14527-9-0-0.wav
UrbanSound8K/audio/fold9/14527-9-0-2.wav
UrbanSound8K/audio/fold9/14527-9-0-3.wav
UrbanSound8K/audio/fold9/14527-9-0-4.wav
UrbanSound8K/audio/fold9/14527-9-0-5.wav
UrbanSound8K/audio/fold9/14527-9-0-6.wav
UrbanSound8K/audio/fold9/14527-9-0-7.wav
UrbanSound8K/audio/fold9/145390-9-0-13.wav
UrbanSound8K/audio/fold9/145390-9-0-15.wav
UrbanSound8K/audio/fold9/145390-9-0-22.wav
UrbanSound8K/audio/fold9/145390-9-0-26.wav
UrbanSound8K/audio/fold9/145390-9-0-3.wav
UrbanSound8K/audio/fold9/145390-9-0-34.wav
UrbanSound8K/audio/fold9/145390-9-0-7.wav
UrbanSound8K/audio/fold9/145683-6-0-0.wav
UrbanSound8K/audio/fold9/145683-6-1-0.wav
UrbanSound8K/audio/fold9/145683-6-2-0.wav
UrbanSound8K/audio/fold9/145683-6-3-0.wav
UrbanSound8K/audio/fold9/145683-6-4-0.wav
UrbanSound8K/audio/fold9/145683-6-5-0.wav
UrbanSound8K/audio/fold9/146249-4-0-0.wav
UrbanSound8K/audio/fold9/148166-6-0-0.wav
UrbanSound8K/audio/fold9/149255-9-0-0.wav
UrbanSound8K/audio/fold9/149255-9-0-13.wav
UrbanSound8K/audio/fold9/149255-9-0-3.wav
UrbanSound8K/audio/fold9/149255-9-0-4.wav
UrbanSound8K/audio/fold9/149255-9-0-5.wav
UrbanSound8K/audio/fold9/149255-9-0-7.wav
UrbanSound8K/audio/fold9/149929-9-0-0.wav
UrbanSound8K/audio/fold9/149929-9-0-2.wav
UrbanSound8K/audio/fold9/149929-9-0-5.wav
UrbanSound8K/audio/fold9/149929-9-1-0.wav
UrbanSound8K/audio/fold9/149929-9-1-1.wav
UrbanSound8K/audio/fold9/149929-9-1-4.wav
UrbanSound8K/audio/fold9/152570-9-0-0.wav
UrbanSound8K/audio/fold9/152570-9-1-41.wav
UrbanSound8K/audio/fold9/152570-9-1-42.wav
UrbanSound8K/audio/fold9/152570-9-1-61.wav
UrbanSound8K/audio/fold9/152570-9-1-63.wav
UrbanSound8K/audio/fold9/152570-9-1-81.wav
UrbanSound8K/audio/fold9/152588-3-0-0.wav
UrbanSound8K/audio/fold9/152588-3-1-0.wav
UrbanSound8K/audio/fold9/152588-3-2-0.wav
UrbanSound8K/audio/fold9/152588-3-3-0.wav
UrbanSound8K/audio/fold9/155044-9-0-11.wav
UrbanSound8K/audio/fold9/155044-9-0-15.wav
UrbanSound8K/audio/fold9/155044-9-0-19.wav
UrbanSound8K/audio/fold9/155044-9-0-3.wav
UrbanSound8K/audio/fold9/155044-9-0-37.wav
UrbanSound8K/audio/fold9/155044-9-0-38.wav
UrbanSound8K/audio/fold9/155130-1-0-0.wav
UrbanSound8K/audio/fold9/155130-1-1-0.wav
UrbanSound8K/audio/fold9/155242-9-0-12.wav
UrbanSound8K/audio/fold9/155242-9-0-15.wav
UrbanSound8K/audio/fold9/155242-9-0-27.wav
UrbanSound8K/audio/fold9/155242-9-0-35.wav
UrbanSound8K/audio/fold9/155242-9-0-4.wav
UrbanSound8K/audio/fold9/155242-9-0-44.wav
UrbanSound8K/audio/fold9/155312-3-0-0.wav
UrbanSound8K/audio/fold9/156200-2-0-0.wav
UrbanSound8K/audio/fold9/157801-6-0-0.wav
UrbanSound8K/audio/fold9/157866-8-0-0.wav
UrbanSound8K/audio/fold9/157866-8-0-1.wav
UrbanSound8K/audio/fold9/157866-8-0-10.wav
UrbanSound8K/audio/fold9/157866-8-0-11.wav
UrbanSound8K/audio/fold9/157866-8-0-12.wav
UrbanSound8K/audio/fold9/157866-8-0-13.wav
UrbanSound8K/audio/fold9/157866-8-0-14.wav
UrbanSound8K/audio/fold9/157866-8-0-15.wav
UrbanSound8K/audio/fold9/157866-8-0-16.wav
UrbanSound8K/audio/fold9/157866-8-0-17.wav
UrbanSound8K/audio/fold9/157866-8-0-18.wav
UrbanSound8K/audio/fold9/157866-8-0-19.wav
UrbanSound8K/audio/fold9/157866-8-0-2.wav
UrbanSound8K/audio/fold9/157866-8-0-20.wav
UrbanSound8K/audio/fold9/157866-8-0-21.wav
UrbanSound8K/audio/fold9/157866-8-0-22.wav
UrbanSound8K/audio/fold9/157866-8-0-23.wav
UrbanSound8K/audio/fold9/157866-8-0-24.wav
UrbanSound8K/audio/fold9/157866-8-0-25.wav
UrbanSound8K/audio/fold9/157866-8-0-26.wav
UrbanSound8K/audio/fold9/157866-8-0-27.wav
UrbanSound8K/audio/fold9/157866-8-0-3.wav
UrbanSound8K/audio/fold9/157866-8-0-4.wav
UrbanSound8K/audio/fold9/157866-8-0-5.wav
UrbanSound8K/audio/fold9/157866-8-0-6.wav
UrbanSound8K/audio/fold9/157866-8-0-7.wav
UrbanSound8K/audio/fold9/157866-8-0-8.wav
UrbanSound8K/audio/fold9/157866-8-0-9.wav
UrbanSound8K/audio/fold9/159707-6-0-0.wav
UrbanSound8K/audio/fold9/159726-3-0-0.wav
UrbanSound8K/audio/fold9/159726-3-1-0.wav
UrbanSound8K/audio/fold9/159735-2-0-11.wav
UrbanSound8K/audio/fold9/159735-2-0-121.wav
UrbanSound8K/audio/fold9/159735-2-0-17.wav
UrbanSound8K/audio/fold9/159735-2-0-22.wav
UrbanSound8K/audio/fold9/159735-2-0-34.wav
UrbanSound8K/audio/fold9/159735-2-0-80.wav
UrbanSound8K/audio/fold9/159735-2-0-9.wav
UrbanSound8K/audio/fold9/159735-2-0-99.wav
UrbanSound8K/audio/fold9/159744-8-0-0.wav
UrbanSound8K/audio/fold9/159744-8-0-1.wav
UrbanSound8K/audio/fold9/159744-8-0-10.wav
UrbanSound8K/audio/fold9/159744-8-0-11.wav
UrbanSound8K/audio/fold9/159744-8-0-12.wav
UrbanSound8K/audio/fold9/159744-8-0-13.wav
UrbanSound8K/audio/fold9/159744-8-0-2.wav
UrbanSound8K/audio/fold9/159744-8-0-3.wav
UrbanSound8K/audio/fold9/159744-8-0-4.wav
UrbanSound8K/audio/fold9/159744-8-0-5.wav
UrbanSound8K/audio/fold9/159744-8-0-6.wav
UrbanSound8K/audio/fold9/159744-8-0-7.wav
UrbanSound8K/audio/fold9/159744-8-0-8.wav
UrbanSound8K/audio/fold9/159744-8-0-9.wav
UrbanSound8K/audio/fold9/159745-8-0-0.wav
UrbanSound8K/audio/fold9/159745-8-1-0.wav
UrbanSound8K/audio/fold9/159745-8-1-1.wav
UrbanSound8K/audio/fold9/159745-8-1-2.wav
UrbanSound8K/audio/fold9/159745-8-1-3.wav
UrbanSound8K/audio/fold9/159745-8-1-4.wav
UrbanSound8K/audio/fold9/159745-8-1-5.wav
UrbanSound8K/audio/fold9/159745-8-1-6.wav
UrbanSound8K/audio/fold9/159745-8-1-7.wav
UrbanSound8K/audio/fold9/159748-8-0-0.wav
UrbanSound8K/audio/fold9/159748-8-0-1.wav
UrbanSound8K/audio/fold9/159748-8-0-2.wav
UrbanSound8K/audio/fold9/159748-8-0-3.wav
UrbanSound8K/audio/fold9/159748-8-0-4.wav
UrbanSound8K/audio/fold9/159748-8-0-5.wav
UrbanSound8K/audio/fold9/159748-8-0-6.wav
UrbanSound8K/audio/fold9/159748-8-0-7.wav
UrbanSound8K/audio/fold9/159748-8-0-8.wav
UrbanSound8K/audio/fold9/159748-8-0-9.wav
UrbanSound8K/audio/fold9/159748-8-1-0.wav
UrbanSound8K/audio/fold9/159748-8-2-0.wav
UrbanSound8K/audio/fold9/159748-8-2-1.wav
UrbanSound8K/audio/fold9/159748-8-2-2.wav
UrbanSound8K/audio/fold9/159748-8-2-3.wav
UrbanSound8K/audio/fold9/159748-8-2-4.wav
UrbanSound8K/audio/fold9/159748-8-2-5.wav
UrbanSound8K/audio/fold9/159748-8-2-6.wav
UrbanSound8K/audio/fold9/159748-8-2-7.wav
UrbanSound8K/audio/fold9/159748-8-2-8.wav
UrbanSound8K/audio/fold9/159755-8-0-0.wav
UrbanSound8K/audio/fold9/159755-8-0-1.wav
UrbanSound8K/audio/fold9/159755-8-0-2.wav
UrbanSound8K/audio/fold9/159755-8-0-3.wav
UrbanSound8K/audio/fold9/161005-2-0-0.wav
UrbanSound8K/audio/fold9/161005-2-0-12.wav
UrbanSound8K/audio/fold9/161005-2-0-14.wav
UrbanSound8K/audio/fold9/161005-2-0-19.wav
UrbanSound8K/audio/fold9/161005-2-0-27.wav
UrbanSound8K/audio/fold9/161005-2-0-28.wav
UrbanSound8K/audio/fold9/161005-2-0-4.wav
UrbanSound8K/audio/fold9/161005-2-0-6.wav
UrbanSound8K/audio/fold9/164625-1-0-0.wav
UrbanSound8K/audio/fold9/165454-0-0-0.wav
UrbanSound8K/audio/fold9/165454-0-0-1.wav
UrbanSound8K/audio/fold9/165454-0-0-10.wav
UrbanSound8K/audio/fold9/165454-0-0-11.wav
UrbanSound8K/audio/fold9/165454-0-0-12.wav
UrbanSound8K/audio/fold9/165454-0-0-2.wav
UrbanSound8K/audio/fold9/165454-0-0-3.wav
UrbanSound8K/audio/fold9/165454-0-0-4.wav
UrbanSound8K/audio/fold9/165454-0-0-5.wav
UrbanSound8K/audio/fold9/165454-0-0-6.wav
UrbanSound8K/audio/fold9/165454-0-0-7.wav
UrbanSound8K/audio/fold9/165454-0-0-8.wav
UrbanSound8K/audio/fold9/165454-0-0-9.wav
UrbanSound8K/audio/fold9/165567-3-0-0.wav
UrbanSound8K/audio/fold9/165567-3-2-0.wav
UrbanSound8K/audio/fold9/165567-3-3-0.wav
UrbanSound8K/audio/fold9/165567-3-4-0.wav
UrbanSound8K/audio/fold9/16772-8-0-0.wav
UrbanSound8K/audio/fold9/168906-9-0-114.wav
UrbanSound8K/audio/fold9/168906-9-0-128.wav
UrbanSound8K/audio/fold9/168906-9-0-28.wav
UrbanSound8K/audio/fold9/168906-9-0-47.wav
UrbanSound8K/audio/fold9/168906-9-0-73.wav
UrbanSound8K/audio/fold9/168906-9-0-95.wav
UrbanSound8K/audio/fold9/171406-9-0-124.wav
UrbanSound8K/audio/fold9/171406-9-0-183.wav
UrbanSound8K/audio/fold9/171406-9-0-23.wav
UrbanSound8K/audio/fold9/171406-9-0-57.wav
UrbanSound8K/audio/fold9/171406-9-0-7.wav
UrbanSound8K/audio/fold9/171406-9-0-90.wav
UrbanSound8K/audio/fold9/174282-6-0-0.wav
UrbanSound8K/audio/fold9/174282-6-1-0.wav
UrbanSound8K/audio/fold9/174282-6-2-0.wav
UrbanSound8K/audio/fold9/174287-6-0-0.wav
UrbanSound8K/audio/fold9/174287-6-1-0.wav
UrbanSound8K/audio/fold9/174287-6-2-0.wav
UrbanSound8K/audio/fold9/174287-6-3-0.wav
UrbanSound8K/audio/fold9/174786-2-0-18.wav
UrbanSound8K/audio/fold9/174786-2-0-19.wav
UrbanSound8K/audio/fold9/174786-2-0-27.wav
UrbanSound8K/audio/fold9/174786-2-0-30.wav
UrbanSound8K/audio/fold9/174786-2-0-39.wav
UrbanSound8K/audio/fold9/174786-2-0-60.wav
UrbanSound8K/audio/fold9/174786-2-0-75.wav
UrbanSound8K/audio/fold9/174786-2-0-89.wav
UrbanSound8K/audio/fold9/175843-1-0-0.wav
UrbanSound8K/audio/fold9/175853-1-0-0.wav
UrbanSound8K/audio/fold9/175915-3-0-0.wav
UrbanSound8K/audio/fold9/175915-3-0-1.wav
UrbanSound8K/audio/fold9/175915-3-0-3.wav
UrbanSound8K/audio/fold9/175915-3-1-8.wav
UrbanSound8K/audio/fold9/177620-3-0-20.wav
UrbanSound8K/audio/fold9/177620-3-0-21.wav
UrbanSound8K/audio/fold9/177620-3-0-25.wav
UrbanSound8K/audio/fold9/177620-3-0-8.wav
UrbanSound8K/audio/fold9/178118-3-0-0.wav
UrbanSound8K/audio/fold9/178118-3-1-0.wav
UrbanSound8K/audio/fold9/178118-3-2-0.wav
UrbanSound8K/audio/fold9/180029-4-1-0.wav
UrbanSound8K/audio/fold9/180029-4-10-0.wav
UrbanSound8K/audio/fold9/180029-4-11-0.wav
UrbanSound8K/audio/fold9/180029-4-12-0.wav
UrbanSound8K/audio/fold9/180029-4-13-0.wav
UrbanSound8K/audio/fold9/180029-4-14-0.wav
UrbanSound8K/audio/fold9/180029-4-15-0.wav
UrbanSound8K/audio/fold9/180029-4-16-0.wav
UrbanSound8K/audio/fold9/180029-4-19-0.wav
UrbanSound8K/audio/fold9/180029-4-2-0.wav
UrbanSound8K/audio/fold9/180029-4-20-0.wav
UrbanSound8K/audio/fold9/180029-4-4-0.wav
UrbanSound8K/audio/fold9/180029-4-5-0.wav
UrbanSound8K/audio/fold9/180029-4-6-0.wav
UrbanSound8K/audio/fold9/180029-4-7-0.wav
UrbanSound8K/audio/fold9/180029-4-8-0.wav
UrbanSound8K/audio/fold9/180029-4-9-0.wav
UrbanSound8K/audio/fold9/180156-1-0-0.wav
UrbanSound8K/audio/fold9/180156-1-1-0.wav
UrbanSound8K/audio/fold9/180156-1-10-0.wav
UrbanSound8K/audio/fold9/180156-1-11-0.wav
UrbanSound8K/audio/fold9/180156-1-12-0.wav
UrbanSound8K/audio/fold9/180156-1-2-0.wav
UrbanSound8K/audio/fold9/180156-1-3-0.wav
UrbanSound8K/audio/fold9/180156-1-4-0.wav
UrbanSound8K/audio/fold9/180156-1-5-0.wav
UrbanSound8K/audio/fold9/180156-1-6-0.wav
UrbanSound8K/audio/fold9/180156-1-7-0.wav
UrbanSound8K/audio/fold9/180156-1-8-0.wav
UrbanSound8K/audio/fold9/180156-1-9-0.wav
UrbanSound8K/audio/fold9/180937-4-0-11.wav
UrbanSound8K/audio/fold9/180937-4-0-13.wav
UrbanSound8K/audio/fold9/180937-4-0-14.wav
UrbanSound8K/audio/fold9/180937-4-0-19.wav
UrbanSound8K/audio/fold9/180937-4-0-20.wav
UrbanSound8K/audio/fold9/180937-4-1-12.wav
UrbanSound8K/audio/fold9/180937-4-1-20.wav
UrbanSound8K/audio/fold9/180937-4-1-27.wav
UrbanSound8K/audio/fold9/180937-4-1-30.wav
UrbanSound8K/audio/fold9/180937-4-1-46.wav
UrbanSound8K/audio/fold9/180937-4-1-47.wav
UrbanSound8K/audio/fold9/180937-4-1-54.wav
UrbanSound8K/audio/fold9/180937-4-2-1.wav
UrbanSound8K/audio/fold9/180937-4-2-2.wav
UrbanSound8K/audio/fold9/180937-4-3-12.wav
UrbanSound8K/audio/fold9/180937-4-3-9.wav
UrbanSound8K/audio/fold9/184449-2-0-12.wav
UrbanSound8K/audio/fold9/184449-2-0-13.wav
UrbanSound8K/audio/fold9/184449-2-0-15.wav
UrbanSound8K/audio/fold9/184449-2-0-16.wav
UrbanSound8K/audio/fold9/184449-2-0-19.wav
UrbanSound8K/audio/fold9/184449-2-0-24.wav
UrbanSound8K/audio/fold9/184449-2-0-28.wav
UrbanSound8K/audio/fold9/184449-2-0-33.wav
UrbanSound8K/audio/fold9/184575-3-0-0.wav
UrbanSound8K/audio/fold9/184575-3-0-1.wav
UrbanSound8K/audio/fold9/184575-3-0-2.wav
UrbanSound8K/audio/fold9/184575-3-0-3.wav
UrbanSound8K/audio/fold9/185374-9-0-16.wav
UrbanSound8K/audio/fold9/185374-9-0-18.wav
UrbanSound8K/audio/fold9/185374-9-0-23.wav
UrbanSound8K/audio/fold9/185374-9-0-30.wav
UrbanSound8K/audio/fold9/185374-9-0-33.wav
UrbanSound8K/audio/fold9/185374-9-0-35.wav
UrbanSound8K/audio/fold9/185374-9-0-60.wav
UrbanSound8K/audio/fold9/18592-5-0-0.wav
UrbanSound8K/audio/fold9/18592-5-0-1.wav
UrbanSound8K/audio/fold9/18592-5-0-2.wav
UrbanSound8K/audio/fold9/18592-5-0-3.wav
UrbanSound8K/audio/fold9/18592-5-0-4.wav
UrbanSound8K/audio/fold9/187075-5-0-0.wav
UrbanSound8K/audio/fold9/187075-5-0-1.wav
UrbanSound8K/audio/fold9/187075-5-0-2.wav
UrbanSound8K/audio/fold9/187075-5-0-3.wav
UrbanSound8K/audio/fold9/187075-5-0-4.wav
UrbanSound8K/audio/fold9/187075-5-0-5.wav
UrbanSound8K/audio/fold9/187075-5-0-6.wav
UrbanSound8K/audio/fold9/187075-5-0-7.wav
UrbanSound8K/audio/fold9/187075-5-0-8.wav
UrbanSound8K/audio/fold9/187378-3-0-12.wav
UrbanSound8K/audio/fold9/187378-3-0-19.wav
UrbanSound8K/audio/fold9/187378-3-0-30.wav
UrbanSound8K/audio/fold9/187378-3-0-7.wav
UrbanSound8K/audio/fold9/188823-7-0-0.wav
UrbanSound8K/audio/fold9/188823-7-0-1.wav
UrbanSound8K/audio/fold9/188823-7-0-2.wav
UrbanSound8K/audio/fold9/188823-7-0-3.wav
UrbanSound8K/audio/fold9/188823-7-0-4.wav
UrbanSound8K/audio/fold9/188823-7-1-0.wav
UrbanSound8K/audio/fold9/188823-7-1-1.wav
UrbanSound8K/audio/fold9/188823-7-1-2.wav
UrbanSound8K/audio/fold9/188823-7-1-3.wav
UrbanSound8K/audio/fold9/188823-7-2-0.wav
UrbanSound8K/audio/fold9/188823-7-2-1.wav
UrbanSound8K/audio/fold9/188823-7-2-2.wav
UrbanSound8K/audio/fold9/188823-7-2-3.wav
UrbanSound8K/audio/fold9/188823-7-3-0.wav
UrbanSound8K/audio/fold9/188823-7-4-0.wav
UrbanSound8K/audio/fold9/188823-7-5-0.wav
UrbanSound8K/audio/fold9/188823-7-6-0.wav
UrbanSound8K/audio/fold9/189988-0-0-0.wav
UrbanSound8K/audio/fold9/189988-0-0-1.wav
UrbanSound8K/audio/fold9/189988-0-0-2.wav
UrbanSound8K/audio/fold9/189988-0-0-3.wav
UrbanSound8K/audio/fold9/189988-0-0-4.wav
UrbanSound8K/audio/fold9/189988-0-0-5.wav
UrbanSound8K/audio/fold9/189989-0-0-0.wav
UrbanSound8K/audio/fold9/189989-0-0-1.wav
UrbanSound8K/audio/fold9/189989-0-0-2.wav
UrbanSound8K/audio/fold9/190894-2-0-0.wav
UrbanSound8K/audio/fold9/190894-2-0-2.wav
UrbanSound8K/audio/fold9/190894-2-0-3.wav
UrbanSound8K/audio/fold9/190894-2-0-4.wav
UrbanSound8K/audio/fold9/190894-2-0-5.wav
UrbanSound8K/audio/fold9/190894-2-0-6.wav
UrbanSound8K/audio/fold9/190894-2-0-7.wav
UrbanSound8K/audio/fold9/190894-2-0-8.wav
UrbanSound8K/audio/fold9/192123-2-0-0.wav
UrbanSound8K/audio/fold9/192123-2-0-10.wav
UrbanSound8K/audio/fold9/192123-2-0-11.wav
UrbanSound8K/audio/fold9/192123-2-0-17.wav
UrbanSound8K/audio/fold9/192123-2-0-18.wav
UrbanSound8K/audio/fold9/192123-2-0-22.wav
UrbanSound8K/audio/fold9/192123-2-0-23.wav
UrbanSound8K/audio/fold9/192123-2-0-4.wav
UrbanSound8K/audio/fold9/194310-9-0-15.wav
UrbanSound8K/audio/fold9/194310-9-0-3.wav
UrbanSound8K/audio/fold9/194310-9-0-35.wav
UrbanSound8K/audio/fold9/194310-9-0-7.wav
UrbanSound8K/audio/fold9/194310-9-0-73.wav
UrbanSound8K/audio/fold9/194310-9-0-8.wav
UrbanSound8K/audio/fold9/196058-2-0-0.wav
UrbanSound8K/audio/fold9/196066-2-0-0.wav
UrbanSound8K/audio/fold9/196066-2-0-1.wav
UrbanSound8K/audio/fold9/204067-2-0-1.wav
UrbanSound8K/audio/fold9/204067-2-0-20.wav
UrbanSound8K/audio/fold9/204067-2-0-29.wav
UrbanSound8K/audio/fold9/204067-2-0-3.wav
UrbanSound8K/audio/fold9/204067-2-0-30.wav
UrbanSound8K/audio/fold9/204067-2-0-32.wav
UrbanSound8K/audio/fold9/204067-2-0-35.wav
UrbanSound8K/audio/fold9/204067-2-0-39.wav
UrbanSound8K/audio/fold9/207211-2-0-100.wav
UrbanSound8K/audio/fold9/207211-2-0-11.wav
UrbanSound8K/audio/fold9/207211-2-0-141.wav
UrbanSound8K/audio/fold9/207211-2-0-58.wav
UrbanSound8K/audio/fold9/207211-2-0-72.wav
UrbanSound8K/audio/fold9/207211-2-0-82.wav
UrbanSound8K/audio/fold9/207211-2-0-88.wav
UrbanSound8K/audio/fold9/207211-2-0-89.wav
UrbanSound8K/audio/fold9/22882-5-0-0.wav
UrbanSound8K/audio/fold9/22882-5-0-1.wav
UrbanSound8K/audio/fold9/22885-5-0-0.wav
UrbanSound8K/audio/fold9/25038-6-0-0.wav
UrbanSound8K/audio/fold9/25038-6-1-0.wav
UrbanSound8K/audio/fold9/26185-1-0-0.wav
UrbanSound8K/audio/fold9/26185-1-1-0.wav
UrbanSound8K/audio/fold9/26186-1-0-0.wav
UrbanSound8K/audio/fold9/27068-1-0-0.wav
UrbanSound8K/audio/fold9/33641-3-1-0.wav
UrbanSound8K/audio/fold9/33641-3-7-0.wav
UrbanSound8K/audio/fold9/33641-3-8-0.wav
UrbanSound8K/audio/fold9/33641-3-9-0.wav
UrbanSound8K/audio/fold9/39532-4-0-0.wav
UrbanSound8K/audio/fold9/39532-4-1-0.wav
UrbanSound8K/audio/fold9/39532-4-2-0.wav
UrbanSound8K/audio/fold9/39532-4-3-0.wav
UrbanSound8K/audio/fold9/39856-5-0-0.wav
UrbanSound8K/audio/fold9/39856-5-0-1.wav
UrbanSound8K/audio/fold9/39856-5-0-10.wav
UrbanSound8K/audio/fold9/39856-5-0-11.wav
UrbanSound8K/audio/fold9/39856-5-0-12.wav
UrbanSound8K/audio/fold9/39856-5-0-13.wav
UrbanSound8K/audio/fold9/39856-5-0-14.wav
UrbanSound8K/audio/fold9/39856-5-0-15.wav
UrbanSound8K/audio/fold9/39856-5-0-16.wav
UrbanSound8K/audio/fold9/39856-5-0-17.wav
UrbanSound8K/audio/fold9/39856-5-0-18.wav
UrbanSound8K/audio/fold9/39856-5-0-19.wav
UrbanSound8K/audio/fold9/39856-5-0-2.wav
UrbanSound8K/audio/fold9/39856-5-0-20.wav
UrbanSound8K/audio/fold9/39856-5-0-21.wav
UrbanSound8K/audio/fold9/39856-5-0-22.wav
UrbanSound8K/audio/fold9/39856-5-0-23.wav
UrbanSound8K/audio/fold9/39856-5-0-24.wav
UrbanSound8K/audio/fold9/39856-5-0-25.wav
UrbanSound8K/audio/fold9/39856-5-0-26.wav
UrbanSound8K/audio/fold9/39856-5-0-27.wav
UrbanSound8K/audio/fold9/39856-5-0-28.wav
UrbanSound8K/audio/fold9/39856-5-0-3.wav
UrbanSound8K/audio/fold9/39856-5-0-4.wav
UrbanSound8K/audio/fold9/39856-5-0-5.wav
UrbanSound8K/audio/fold9/39856-5-0-6.wav
UrbanSound8K/audio/fold9/39856-5-0-7.wav
UrbanSound8K/audio/fold9/39856-5-0-8.wav
UrbanSound8K/audio/fold9/39856-5-0-9.wav
UrbanSound8K/audio/fold9/42101-1-1-0.wav
UrbanSound8K/audio/fold9/42371-3-0-0.wav
UrbanSound8K/audio/fold9/42953-9-0-16.wav
UrbanSound8K/audio/fold9/42953-9-0-21.wav
UrbanSound8K/audio/fold9/42953-9-0-28.wav
UrbanSound8K/audio/fold9/42953-9-0-37.wav
UrbanSound8K/audio/fold9/42953-9-0-49.wav
UrbanSound8K/audio/fold9/42953-9-0-50.wav
UrbanSound8K/audio/fold9/50223-3-0-1.wav
UrbanSound8K/audio/fold9/50223-3-0-10.wav
UrbanSound8K/audio/fold9/50223-3-0-3.wav
UrbanSound8K/audio/fold9/50223-3-0-6.wav
UrbanSound8K/audio/fold9/50414-4-0-0.wav
UrbanSound8K/audio/fold9/50414-4-0-1.wav
UrbanSound8K/audio/fold9/52171-3-2-0.wav
UrbanSound8K/audio/fold9/52171-3-3-0.wav
UrbanSound8K/audio/fold9/52171-3-6-0.wav
UrbanSound8K/audio/fold9/52171-3-6-1.wav
UrbanSound8K/audio/fold9/52411-9-0-4.wav
UrbanSound8K/audio/fold9/52411-9-0-52.wav
UrbanSound8K/audio/fold9/52411-9-0-6.wav
UrbanSound8K/audio/fold9/52411-9-0-64.wav
UrbanSound8K/audio/fold9/52411-9-0-66.wav
UrbanSound8K/audio/fold9/52411-9-0-79.wav
UrbanSound8K/audio/fold9/52740-3-0-0.wav
UrbanSound8K/audio/fold9/52740-3-0-1.wav
UrbanSound8K/audio/fold9/52740-3-0-2.wav
UrbanSound8K/audio/fold9/52740-3-0-3.wav
UrbanSound8K/audio/fold9/54187-1-0-0.wav
UrbanSound8K/audio/fold9/54187-1-0-1.wav
UrbanSound8K/audio/fold9/54187-1-0-2.wav
UrbanSound8K/audio/fold9/54187-1-0-3.wav
UrbanSound8K/audio/fold9/54187-1-0-4.wav
UrbanSound8K/audio/fold9/54823-3-0-0.wav
UrbanSound8K/audio/fold9/54823-3-1-0.wav
UrbanSound8K/audio/fold9/54823-3-2-1.wav
UrbanSound8K/audio/fold9/54976-4-0-0.wav
UrbanSound8K/audio/fold9/54976-4-0-1.wav
UrbanSound8K/audio/fold9/54976-4-0-2.wav
UrbanSound8K/audio/fold9/54976-4-0-3.wav
UrbanSound8K/audio/fold9/54976-4-0-4.wav
UrbanSound8K/audio/fold9/54976-4-0-5.wav
UrbanSound8K/audio/fold9/54976-4-0-6.wav
UrbanSound8K/audio/fold9/54976-4-0-7.wav
UrbanSound8K/audio/fold9/54976-4-0-8.wav
UrbanSound8K/audio/fold9/54976-4-0-9.wav
UrbanSound8K/audio/fold9/54976-4-1-0.wav
UrbanSound8K/audio/fold9/54976-4-1-1.wav
UrbanSound8K/audio/fold9/54976-4-1-2.wav
UrbanSound8K/audio/fold9/54976-4-1-3.wav
UrbanSound8K/audio/fold9/57105-3-0-1.wav
UrbanSound8K/audio/fold9/57105-3-1-0.wav
UrbanSound8K/audio/fold9/57105-3-4-2.wav
UrbanSound8K/audio/fold9/57105-3-4-4.wav
UrbanSound8K/audio/fold9/58937-4-0-0.wav
UrbanSound8K/audio/fold9/58937-4-0-12.wav
UrbanSound8K/audio/fold9/58937-4-0-13.wav
UrbanSound8K/audio/fold9/58937-4-0-2.wav
UrbanSound8K/audio/fold9/58937-4-0-4.wav
UrbanSound8K/audio/fold9/58937-4-0-7.wav
UrbanSound8K/audio/fold9/58937-4-1-0.wav
UrbanSound8K/audio/fold9/58937-4-1-1.wav
UrbanSound8K/audio/fold9/58937-4-2-10.wav
UrbanSound8K/audio/fold9/58937-4-2-2.wav
UrbanSound8K/audio/fold9/58937-4-2-9.wav
UrbanSound8K/audio/fold9/58937-4-3-6.wav
UrbanSound8K/audio/fold9/58937-4-3-9.wav
UrbanSound8K/audio/fold9/58937-4-4-1.wav
UrbanSound8K/audio/fold9/58937-4-5-2.wav
UrbanSound8K/audio/fold9/58937-4-5-4.wav
UrbanSound8K/audio/fold9/59037-2-0-6.wav
UrbanSound8K/audio/fold9/59037-2-1-2.wav
UrbanSound8K/audio/fold9/59037-2-1-3.wav
UrbanSound8K/audio/fold9/59037-2-2-0.wav
UrbanSound8K/audio/fold9/59037-2-3-0.wav
UrbanSound8K/audio/fold9/59037-2-4-3.wav
UrbanSound8K/audio/fold9/59037-2-4-5.wav
UrbanSound8K/audio/fold9/59037-2-4-8.wav
UrbanSound8K/audio/fold9/59800-3-0-0.wav
UrbanSound8K/audio/fold9/59800-3-1-0.wav
UrbanSound8K/audio/fold9/59800-3-2-0.wav
UrbanSound8K/audio/fold9/59800-3-3-1.wav
UrbanSound8K/audio/fold9/60935-2-0-0.wav
UrbanSound8K/audio/fold9/60935-2-0-11.wav
UrbanSound8K/audio/fold9/60935-2-0-12.wav
UrbanSound8K/audio/fold9/60935-2-0-13.wav
UrbanSound8K/audio/fold9/60935-2-0-14.wav
UrbanSound8K/audio/fold9/60935-2-0-15.wav
UrbanSound8K/audio/fold9/60935-2-0-4.wav
UrbanSound8K/audio/fold9/60935-2-0-9.wav
UrbanSound8K/audio/fold9/61250-3-0-31.wav
UrbanSound8K/audio/fold9/61250-3-0-36.wav
UrbanSound8K/audio/fold9/61250-3-0-47.wav
UrbanSound8K/audio/fold9/61250-3-0-62.wav
UrbanSound8K/audio/fold9/62567-5-0-0.wav
UrbanSound8K/audio/fold9/62567-5-0-1.wav
UrbanSound8K/audio/fold9/62567-5-0-10.wav
UrbanSound8K/audio/fold9/62567-5-0-2.wav
UrbanSound8K/audio/fold9/62567-5-0-3.wav
UrbanSound8K/audio/fold9/62567-5-0-4.wav
UrbanSound8K/audio/fold9/62567-5-0-5.wav
UrbanSound8K/audio/fold9/62567-5-0-6.wav
UrbanSound8K/audio/fold9/62567-5-0-7.wav
UrbanSound8K/audio/fold9/62567-5-0-8.wav
UrbanSound8K/audio/fold9/62567-5-0-9.wav
UrbanSound8K/audio/fold9/62567-5-1-0.wav
UrbanSound8K/audio/fold9/62567-5-1-1.wav
UrbanSound8K/audio/fold9/66601-8-0-0.wav
UrbanSound8K/audio/fold9/66601-8-0-1.wav
UrbanSound8K/audio/fold9/66601-8-0-2.wav
UrbanSound8K/audio/fold9/66601-8-0-3.wav
UrbanSound8K/audio/fold9/66601-8-0-4.wav
UrbanSound8K/audio/fold9/66601-8-0-5.wav
UrbanSound8K/audio/fold9/69777-3-0-0.wav
UrbanSound8K/audio/fold9/69777-3-0-1.wav
UrbanSound8K/audio/fold9/69777-3-0-2.wav
UrbanSound8K/audio/fold9/70098-3-0-0.wav
UrbanSound8K/audio/fold9/70098-3-1-0.wav
UrbanSound8K/audio/fold9/70098-3-2-0.wav
UrbanSound8K/audio/fold9/70098-3-3-0.wav
UrbanSound8K/audio/fold9/7063-6-0-0.wav
UrbanSound8K/audio/fold9/71082-4-0-0.wav
UrbanSound8K/audio/fold9/71082-4-1-0.wav
UrbanSound8K/audio/fold9/72265-3-15-0.wav
UrbanSound8K/audio/fold9/72265-3-4-0.wav
UrbanSound8K/audio/fold9/72265-3-5-0.wav
UrbanSound8K/audio/fold9/72265-3-7-0.wav
UrbanSound8K/audio/fold9/72723-3-0-0.wav
UrbanSound8K/audio/fold9/73168-1-0-0.wav
UrbanSound8K/audio/fold9/73168-1-1-0.wav
UrbanSound8K/audio/fold9/73168-1-2-0.wav
UrbanSound8K/audio/fold9/75743-0-0-0.wav
UrbanSound8K/audio/fold9/75743-0-0-1.wav
UrbanSound8K/audio/fold9/75743-0-0-10.wav
UrbanSound8K/audio/fold9/75743-0-0-11.wav
UrbanSound8K/audio/fold9/75743-0-0-12.wav
UrbanSound8K/audio/fold9/75743-0-0-13.wav
UrbanSound8K/audio/fold9/75743-0-0-14.wav
UrbanSound8K/audio/fold9/75743-0-0-15.wav
UrbanSound8K/audio/fold9/75743-0-0-16.wav
UrbanSound8K/audio/fold9/75743-0-0-17.wav
UrbanSound8K/audio/fold9/75743-0-0-18.wav
UrbanSound8K/audio/fold9/75743-0-0-19.wav
UrbanSound8K/audio/fold9/75743-0-0-2.wav
UrbanSound8K/audio/fold9/75743-0-0-20.wav
UrbanSound8K/audio/fold9/75743-0-0-21.wav
UrbanSound8K/audio/fold9/75743-0-0-22.wav
UrbanSound8K/audio/fold9/75743-0-0-23.wav
UrbanSound8K/audio/fold9/75743-0-0-3.wav
UrbanSound8K/audio/fold9/75743-0-0-4.wav
UrbanSound8K/audio/fold9/75743-0-0-5.wav
UrbanSound8K/audio/fold9/75743-0-0-6.wav
UrbanSound8K/audio/fold9/75743-0-0-7.wav
UrbanSound8K/audio/fold9/75743-0-0-8.wav
UrbanSound8K/audio/fold9/75743-0-0-9.wav
UrbanSound8K/audio/fold9/76640-3-0-0.wav
UrbanSound8K/audio/fold9/79089-0-0-106.wav
UrbanSound8K/audio/fold9/79089-0-0-115.wav
UrbanSound8K/audio/fold9/79089-0-0-12.wav
UrbanSound8K/audio/fold9/79089-0-0-122.wav
UrbanSound8K/audio/fold9/79089-0-0-123.wav
UrbanSound8K/audio/fold9/79089-0-0-134.wav
UrbanSound8K/audio/fold9/79089-0-0-135.wav
UrbanSound8K/audio/fold9/79089-0-0-136.wav
UrbanSound8K/audio/fold9/79089-0-0-138.wav
UrbanSound8K/audio/fold9/79089-0-0-19.wav
UrbanSound8K/audio/fold9/79089-0-0-25.wav
UrbanSound8K/audio/fold9/79089-0-0-28.wav
UrbanSound8K/audio/fold9/79089-0-0-4.wav
UrbanSound8K/audio/fold9/79089-0-0-40.wav
UrbanSound8K/audio/fold9/79089-0-0-41.wav
UrbanSound8K/audio/fold9/79089-0-0-43.wav
UrbanSound8K/audio/fold9/79089-0-0-48.wav
UrbanSound8K/audio/fold9/79089-0-0-51.wav
UrbanSound8K/audio/fold9/79089-0-0-52.wav
UrbanSound8K/audio/fold9/79089-0-0-56.wav
UrbanSound8K/audio/fold9/79089-0-0-6.wav
UrbanSound8K/audio/fold9/79089-0-0-60.wav
UrbanSound8K/audio/fold9/79089-0-0-63.wav
UrbanSound8K/audio/fold9/79089-0-0-70.wav
UrbanSound8K/audio/fold9/79089-0-0-73.wav
UrbanSound8K/audio/fold9/79089-0-0-75.wav
UrbanSound8K/audio/fold9/79089-0-0-92.wav
UrbanSound8K/audio/fold9/79584-3-0-4.wav
UrbanSound8K/audio/fold9/79584-3-0-5.wav
UrbanSound8K/audio/fold9/79584-3-0-8.wav
UrbanSound8K/audio/fold9/79584-3-1-2.wav
UrbanSound8K/audio/fold9/7975-3-0-0.wav
UrbanSound8K/audio/fold9/81117-4-0-0.wav
UrbanSound8K/audio/fold9/81117-4-0-1.wav
UrbanSound8K/audio/fold9/81117-4-0-2.wav
UrbanSound8K/audio/fold9/81117-4-0-3.wav
UrbanSound8K/audio/fold9/81117-4-0-4.wav
UrbanSound8K/audio/fold9/81117-4-0-5.wav
UrbanSound8K/audio/fold9/81722-3-0-21.wav
UrbanSound8K/audio/fold9/81722-3-0-22.wav
UrbanSound8K/audio/fold9/81722-3-0-26.wav
UrbanSound8K/audio/fold9/81722-3-0-28.wav
UrbanSound8K/audio/fold9/85661-3-0-0.wav
UrbanSound8K/audio/fold9/85664-3-0-0.wav
UrbanSound8K/audio/fold9/87562-6-0-0.wav
UrbanSound8K/audio/fold9/94182-9-0-0.wav
UrbanSound8K/audio/fold9/94182-9-0-10.wav
UrbanSound8K/audio/fold9/94182-9-0-16.wav
UrbanSound8K/audio/fold9/94182-9-0-20.wav
UrbanSound8K/audio/fold9/94182-9-0-23.wav
UrbanSound8K/audio/fold9/94182-9-0-25.wav
UrbanSound8K/audio/fold9/94182-9-0-9.wav
UrbanSound8K/audio/fold9/96921-9-0-1.wav
UrbanSound8K/audio/fold9/96921-9-0-11.wav
UrbanSound8K/audio/fold9/96921-9-0-17.wav
UrbanSound8K/audio/fold9/96921-9-0-18.wav
UrbanSound8K/audio/fold9/96921-9-0-4.wav
UrbanSound8K/audio/fold9/96921-9-0-9.wav
UrbanSound8K/audio/fold9/98859-7-0-0.wav
UrbanSound8K/audio/fold9/98859-7-1-0.wav
UrbanSound8K/audio/fold9/98859-7-2-0.wav
UrbanSound8K/audio/fold9/98859-7-2-1.wav
UrbanSound8K/audio/fold9/98859-7-2-2.wav
UrbanSound8K/audio/fold9/98859-7-2-3.wav
UrbanSound8K/audio/fold9/98859-7-2-4.wav
UrbanSound8K/audio/fold9/98859-7-2-5.wav
UrbanSound8K/audio/fold9/99500-2-0-1.wav
UrbanSound8K/audio/fold9/99500-2-0-11.wav
UrbanSound8K/audio/fold9/99500-2-0-2.wav
UrbanSound8K/audio/fold9/99500-2-0-23.wav
UrbanSound8K/audio/fold9/99500-2-0-29.wav
UrbanSound8K/audio/fold9/99500-2-0-39.wav
UrbanSound8K/audio/fold9/99500-2-0-41.wav
UrbanSound8K/audio/fold9/99500-2-0-50.wav
UrbanSound8K/FREESOUNDCREDITS.txt
UrbanSound8K/metadata/
UrbanSound8K/metadata/.DS_Store
UrbanSound8K/metadata/UrbanSound8K.csv
UrbanSound8K/UrbanSound8K_README.txt
This dataset has audio belonging to 10 classes, unlike images Audio data is different, it's similar in some senses but there are certain differences which are unique to audio data.
Before even using audio file dataset, the first challenge in itself is that audio files are continous data and our computers can only store discrete data, so in what way we digitize it such that we can easily store.
Apparently the solution is that we figure out a way that is discrete yet continous. Sounds misleading but what we do is we instead of storing continous value, we just sample it at fixed durations like 0.2 second apart or less or more. We just sample it and the rate at which it is sampled is known as Sampling rate.
When we say we sample it, what are we actually doing?
We are recording the amplitude at that point.
So the audio data is nothing just the amplitude stored at regular intervals which mimic the original continous wave.
We take and store thousands of measurements per second. If we can take tons of measurements extremely quickly with enough possible amplitude values, we can effectively use these snapshots to reconstruct the resolution and complexity of an analog wave.
import IPython.display as ipd #Allows Audio files to be played directly in the notebook
import librosa #library we will to analyze sounds
import librosa.display #library module which helps visualize the waves
import os
import glob
import numpy as np
import pandas as pd
import random
import matplotlib.pyplot as plt
import seaborn as sns
sns.set_style("whitegrid")
audios = glob.glob(os.path.join("/content/UrbanSound8K/audio/*/*.wav"), recursive=True)
print(f"Total Audio Files : {len(audios)}")
Total Audio Files : 8732
audios[:5] #Contains path of all audios
['/content/UrbanSound8K/audio/fold1/134717-0-0-20.wav', '/content/UrbanSound8K/audio/fold1/17592-5-1-2.wav', '/content/UrbanSound8K/audio/fold1/196087-2-0-0.wav', '/content/UrbanSound8K/audio/fold1/164053-8-3-0.wav', '/content/UrbanSound8K/audio/fold1/180937-7-1-10.wav']
To read audio files, we will be using,
data, sample_rate = librosa.load(audio_path)
librosa by default reads the audio file at sr(sampling rate) = 22050, if you want your custom sampling here you can pass sr = your_rate in the librosa.load function
plt.figure(figsize=(12,4))
play_audio = random.choice(audios)
data, sample_rate = librosa.load(play_audio)
librosa.display.waveplot(data)
plt.title("Sound")
ipd.Audio(play_audio)
plt.figure(figsize=(12,4))
play_audio = random.choice(audios)
data, sample_rate = librosa.load(play_audio, sr=100)
librosa.display.waveplot(data)
plt.title("Sound")
ipd.Audio(play_audio)
Higher the sampling rate, higher the crisp of plot because less error while trying to recreate original audio with higher number of samples and vice versa.
fig, axs = plt.subplots(2,2, figsize=(15,12))
fig.suptitle("Sampling of Same Audio File With Different values")
axs = np.reshape(axs,-1)
play_audio = random.choice(audios)
srs = [100, 2000, 22050, 44100]
for ax,sr in zip(axs,srs):
try:
data, sample_rate = librosa.load(play_audio, sr=sr)
librosa.display.waveplot(data, sr=sample_rate, ax=ax)
ax.set_title(f"Sampling Rate {sr} Hz")
except:
print("Run Again Some Unknown Error")
ipd.Audio(play_audio)
metadata = pd.read_csv("/content/UrbanSound8K/metadata/UrbanSound8K.csv")
metadata.head()
| slice_file_name | fsID | start | end | salience | fold | classID | class | |
|---|---|---|---|---|---|---|---|---|
| 0 | 100032-3-0-0.wav | 100032 | 0.0 | 0.317551 | 1 | 5 | 3 | dog_bark |
| 1 | 100263-2-0-117.wav | 100263 | 58.5 | 62.500000 | 1 | 5 | 2 | children_playing |
| 2 | 100263-2-0-121.wav | 100263 | 60.5 | 64.500000 | 1 | 5 | 2 | children_playing |
| 3 | 100263-2-0-126.wav | 100263 | 63.0 | 67.000000 | 1 | 5 | 2 | children_playing |
| 4 | 100263-2-0-137.wav | 100263 | 68.5 | 72.500000 | 1 | 5 | 2 | children_playing |
audio folder in itself contains 10 folders named fold1, fold2 ..... fold10. These folds contains audio files details of which are mentioned in above csv or dataframe.
If we join "UrbanSound8K/audio/" + "fold" + fold_value(1/2/...10) + slice_file_name it becomes path for the audio file as well.(This logic will be implemented later, keep it in mind till then.)
unique_audios = metadata.groupby(['class']).apply(lambda sub_df : sub_df.sample()).reset_index(drop = True)
unique_audios
| slice_file_name | fsID | start | end | salience | fold | classID | class | |
|---|---|---|---|---|---|---|---|---|
| 0 | 119067-0-0-1.wav | 119067 | 0.500000 | 4.500000 | 1 | 10 | 0 | air_conditioner |
| 1 | 199769-1-0-9.wav | 199769 | 5.348273 | 9.348273 | 1 | 3 | 1 | car_horn |
| 2 | 162318-2-0-39.wav | 162318 | 19.500000 | 23.500000 | 1 | 5 | 2 | children_playing |
| 3 | 52740-3-0-0.wav | 52740 | 68.097690 | 72.097690 | 2 | 9 | 3 | dog_bark |
| 4 | 180125-4-1-7.wav | 180125 | 44.348486 | 48.348486 | 1 | 5 | 4 | drilling |
| 5 | 195451-5-0-18.wav | 195451 | 11.249062 | 15.249062 | 1 | 3 | 5 | engine_idling |
| 6 | 46656-6-5-0.wav | 46656 | 10.761675 | 12.112513 | 1 | 1 | 6 | gun_shot |
| 7 | 62837-7-1-28.wav | 62837 | 275.706708 | 279.706708 | 1 | 3 | 7 | jackhammer |
| 8 | 24347-8-0-81.wav | 24347 | 44.620371 | 48.620371 | 2 | 4 | 8 | siren |
| 9 | 42955-9-0-12.wav | 42955 | 6.000000 | 10.000000 | 1 | 6 | 9 | street_music |
fig, axs = plt.subplots(5,2,figsize=(15,8),constrained_layout=True)
axs = np.reshape(axs, -1)
for (index,row),ax in zip(unique_audios.iterrows(),axs):
ax.set_title(row.values[-1])
data, sr = librosa.load(f"/content/UrbanSound8K/audio/fold{row.values[-3]}/" + row.values[0])
_ = librosa.display.waveplot(data, sr=sample_rate, ax=ax)
instance_counts = metadata['class'].value_counts()
sns.set(rc={'figure.figsize':(11.7,4.14)})
sns.barplot(x=instance_counts.values, y=instance_counts.index, orient='h')
<matplotlib.axes._subplots.AxesSubplot at 0x7f2560c79048>
import struct
def read_file_properties(filename):
wave_file = open(filename,"rb")
riff = wave_file.read(12)
fmt = wave_file.read(36)
num_channels_string = fmt[10:12]
num_channels = struct.unpack('<H', num_channels_string)[0]
sample_rate_string = fmt[12:16]
sample_rate = struct.unpack("<I",sample_rate_string)[0]
bit_depth_string = fmt[22:24]
bit_depth = struct.unpack("<H",bit_depth_string)[0]
return (num_channels, sample_rate, bit_depth)
audio_properties = []
for index,row in metadata.iterrows():
file_name = os.path.join(*["/content/UrbanSound8K/audio", f"fold{row.values[-3]}", row.values[0]])
audio_properties.append(read_file_properties(file_name))
audiodf = pd.DataFrame(audio_properties, columns=['num_channels','sample_rate','bit_depth'])
audiodf.head()
| num_channels | sample_rate | bit_depth | |
|---|---|---|---|
| 0 | 2 | 44100 | 16 |
| 1 | 2 | 44100 | 16 |
| 2 | 2 | 44100 | 16 |
| 3 | 2 | 44100 | 16 |
| 4 | 2 | 44100 | 16 |
channels_data = audiodf['num_channels'].value_counts()
sns.barplot(x=channels_data.index, y=channels_data.values)
<matplotlib.axes._subplots.AxesSubplot at 0x7f2560ff6208>
channels_data = audiodf['sample_rate'].value_counts()
sns.barplot(x=channels_data.index, y=channels_data.values)
<matplotlib.axes._subplots.AxesSubplot at 0x7f2561041f28>
channels_data = audiodf['bit_depth'].value_counts()
sns.barplot(x=channels_data.index, y=channels_data.values)
<matplotlib.axes._subplots.AxesSubplot at 0x7f25611d14e0>
The stark contrast and why Librosa is the preferred library was observed due to following reasons:
from scipy.io import wavfile as wav
unique_audios_5 = unique_audios.head()
fig, axs = plt.subplots(5,2,figsize=(15,8),constrained_layout=True)
for (index,row),ax in zip(unique_audios_5.iterrows(),axs):
file_path = f"/content/UrbanSound8K/audio/fold{row.values[-3]}/" + row.values[0]
ax[0].set_title(f"Librosa : {row.values[-1]}")
data, sr = librosa.load(file_path)
_ = librosa.display.waveplot(data, sr=sample_rate, ax=ax[0])
try:
scipy_sample_rate, scipy_audio = wav.read(file_path)
ax[1].set_title(f"Scipy : {row.values[-1]}")
ax[1].plot(scipy_audio)
except:
pass
MFCCs are essentially like taking a Fourier Transform of the signal, however, MFCCs use Mel scaling to try to model the way that the human hearing audiotory system perceives sounds, rather than describe them on a purely frequency (Hz) basis. This means that the MFCC should represent the textural or timbre of the signal (the baby cry) as we might hear it (e.g. a 'piercing' cry or a 'discontent' cry).
unique_audios_5 = unique_audios.head()
fig, axs = plt.subplots(5,3,figsize=(15,8),constrained_layout=True)
for (index,row),ax in zip(unique_audios_5.iterrows(),axs):
file_path = f"/content/UrbanSound8K/audio/fold{row.values[-3]}/" + row.values[0]
ax[0].set_title(f"Librosa : {row.values[-1]}")
data, sr = librosa.load(file_path)
_ = librosa.display.waveplot(data, sr=sample_rate, ax=ax[0])
ax[1].set_title(f"MFCC 40 : {row.values[-1]}")
mfccs = librosa.feature.mfcc(data, n_mfcc= 40)
librosa.display.specshow(mfccs, x_axis='time', ax=ax[1])
ax[2].set_title(f"MFCC 30 : {row.values[-1]}")
mfccs = librosa.feature.mfcc(data, n_mfcc= 30)
librosa.display.specshow(mfccs, x_axis='time', ax=ax[2])
def extract_features(file_name, n_mfcc=40):
try:
audio, sample_rate = librosa.load(file_name, res_type='kaiser_fast')
mfccs = librosa.feature.mfcc(y=audio, sr=sample_rate, n_mfcc=n_mfcc)
mfccsscaled = np.mean(mfccs.T,axis=0)
except Exception as e:
print("Error encountered while parsing file: ", file)
return None
return mfccsscaled
#Takes time
from tqdm.notebook import tqdm
features = []
for index,row in tqdm(metadata.iterrows()):
file_path = f"/content/UrbanSound8K/audio/fold{row.values[-3]}/" + row.values[0]
class_label = row.values[-1]
try:
data = extract_features(file_path)
features.append([data, class_label])
except:
pass
featuresdf = pd.DataFrame(features, columns=['feature','class_label'])
featuresdf.head()
featuresdf['class_label'] = pd.Categorical(featuresdf['class_label'])
featuresdf['class_category'] = featuresdf['class_label'].cat.codes
featuresdf['feature_len'] = featuresdf['feature'].apply(lambda x: len(x))
featuresdf.head()
featuresdf.to_json("features.json", orient='records')
!cp ./features.json /content/drive/MyDrive/Urban8KZip/
!cp /content/drive/MyDrive/Urban8KZip/features.json ./
import pandas as pd
featuresdf = pd.read_json("features.json", orient='records')
featuresdf.head()
| feature | class_label | class_category | feature_len | |
|---|---|---|---|---|
| 0 | [-215.7930019798, 71.6661218578, -131.81377106... | dog_bark | 3 | 40 |
| 1 | [-424.686857174, 110.5622761497, -54.148235845... | children_playing | 2 | 40 |
| 2 | [-459.5646628172, 122.8003486268, -47.92470751... | children_playing | 2 | 40 |
| 3 | [-414.5537705356, 102.896905432, -36.664954497... | children_playing | 2 | 40 |
| 4 | [-447.3969992817, 115.0953847764, -53.80910915... | children_playing | 2 | 40 |
data = {
'path': 'Urban8K/audio',
'description': '8k+ audio files for 10 classes'
}
jovian.log_dataset(data)
[jovian] Dataset logged.
import torch
import torch.nn as nn
import torch.nn.functional as F
import torchvision
from torch.utils.data import TensorDataset,DataLoader
The Data is not in the desired format, we will do the follow the steps to convert it in our required format.
from sklearn.model_selection import train_test_split
X = featuresdf.feature
y = featuresdf.class_category
x_train, x_test, y_train, y_test = train_test_split(list(X.values), list(y.values), test_size=0.2, random_state = 42, stratify=y)
# x_train_base = [x_inst.tolist() for x_inst in x_train]
# x_test_base = [x_inst.tolist() for x_inst in x_test]
x_train_base = x_train
x_test_base = x_test
import numpy as np
x_train = np.array(x_train_base)
x_test = np.array(x_test_base)
y_train = np.array(y_train)
y_test = np.array(y_test)
x_train_tensor = torch.tensor(x_train, dtype=torch.float32)
y_train_tensor = torch.tensor(y_train, dtype=torch.long)
x_test_tensor = torch.tensor(x_test, dtype=torch.float32)
y_test_tensor = torch.tensor(y_test, dtype=torch.long)
print(x_train_tensor.type(),y_train_tensor.type())
torch.FloatTensor torch.LongTensor
train_dataset = TensorDataset(x_train_tensor,y_train_tensor)
test_dataset = TensorDataset(x_test_tensor,y_test_tensor)
train_dl = DataLoader(train_dataset, batch_size=64, shuffle=True)
test_dl = DataLoader(test_dataset, batch_size=64*2)
input_size = 40
output_size = featuresdf['class_category'].nunique()
Github gist for base and top models
!git clone https://gist.github.com/601213329b8c7b0a4b69cc8b6f3a7010.git
!mv ./601213329b8c7b0a4b69cc8b6f3a7010/* ./
!rm -rf ./601213329b8c7b0a4b69cc8b6f3a7010
Cloning into '601213329b8c7b0a4b69cc8b6f3a7010'... remote: Enumerating objects: 28, done. remote: Counting objects: 100% (28/28), done. remote: Compressing objects: 100% (27/27), done. remote: Total 28 (delta 14), reused 0 (delta 0), pack-reused 0 Unpacking objects: 100% (28/28), done.
from model_nn_3_layers_simple import NNModel_3Layers
from model_nn_4_layers_simple import NNModel_4Layers
from model_nn_5_layers_simple import NNModel_5Layers
from model_nn_6_layers_simple import NNModel_6Layers
model_4_layers = NNModel_4Layers(input_size, output_size)
NNModel(
(block1): Sequential(
(0): Linear(in_features=40, out_features=128, bias=True)
(1): ReLU()
(2): Dropout(p=0.3, inplace=False)
)
(block2): Sequential(
(0): Linear(in_features=128, out_features=256, bias=True)
(1): ReLU()
(2): Dropout(p=0.3, inplace=False)
)
(block3): Sequential(
(0): Linear(in_features=256, out_features=256, bias=True)
(1): ReLU()
(2): Dropout(p=0.3, inplace=False)
)
(block4): Sequential(
(0): Linear(in_features=256, out_features=10, bias=True)
(1): ReLU()
(2): Dropout(p=0.3, inplace=False)
)
)
device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
model_4_layers.eval()
valid_history = model_4_layers.evaluate_validation(test_dl, device)
acc = torch.stack([valid['val_acc'] for valid in valid_history]).mean().item()
loss = torch.stack([valid['val_loss'] for valid in valid_history]).mean().item()
print(f"Accuracy : {acc:.3f}, Loss : {loss:.3f}")
Accuracy : 0.117, Loss : 2.790
def fit(model,train_dataloader, valid_dataloader, n_epochs,lr = 0.001, optim = torch.optim.Adam, device = device):
model_history = {'train_loss' : [], 'valid_loss' : [], 'train_acc' : [], 'valid_acc' : []}
optimizer = optim(model.parameters(), lr)
for epoch in range(n_epochs):
model.train()
train_loss = []
train_accuracy = []
for image_label_batch in train_dataloader:
image, label = image_label_batch[0].to(device), image_label_batch[1].to(device)
loss_acc = model.training_step((image, label))
loss = loss_acc['loss']
acc = loss_acc['acc']
loss.backward()
train_loss.append(loss)
train_accuracy.append(acc)
optimizer.step()
optimizer.zero_grad()
model.eval()
with torch.no_grad():
val_history = model.evaluate_validation(valid_dataloader, device)
result = model.epoch_end(val_history)
model_history['train_loss'].append(torch.stack(train_loss).mean().item())
model_history['valid_loss'].append(result['val_loss'])
model_history['train_acc'].append(torch.stack(train_accuracy).mean().item())
model_history['valid_acc'].append(result['val_acc'])
print(f"Epoch : {epoch}, Train Loss : {model_history['train_loss'][-1]:.2f}, Train Accuracy : {model_history['train_acc'][-1]:.2f}, Validation Loss : {result['val_loss']:.2f}, Validation Accuracy : {result['val_acc']:.2f}")
return model_history
import matplotlib.pyplot as plt
history = fit(model_4_layers, train_dl, test_dl, 300, 0.001, optim = torch.optim.SGD, device = device)
Epoch : 0, Train Loss : 2.31, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 1, Train Loss : 2.31, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 2, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 3, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 4, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 5, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 6, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 7, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 8, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 9, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 10, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 11, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 12, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 13, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 14, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 15, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 16, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 17, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 18, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 19, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 20, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 21, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 22, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 23, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 24, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 25, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 26, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 27, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 28, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 29, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 30, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 31, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 32, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 33, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 34, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 35, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 36, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 37, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 38, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 39, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 40, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 41, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 42, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 43, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 44, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 45, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 46, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 47, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 48, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 49, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 50, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 51, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 52, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 53, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 54, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 55, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 56, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 57, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 58, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 59, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 60, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 61, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 62, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 63, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 64, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 65, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 66, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 67, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 68, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 69, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 70, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 71, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 72, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 73, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 74, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 75, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 76, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 77, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 78, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 79, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 80, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 81, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 82, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 83, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 84, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 85, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 86, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 87, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 88, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 89, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 90, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 91, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 92, Train Loss : 2.30, Train Accuracy : 0.13, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 93, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.13 Epoch : 94, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.29, Validation Accuracy : 0.14 Epoch : 95, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.29, Validation Accuracy : 0.13 Epoch : 96, Train Loss : 2.30, Train Accuracy : 0.13, Validation Loss : 2.29, Validation Accuracy : 0.13 Epoch : 97, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.29, Validation Accuracy : 0.14 Epoch : 98, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.28, Validation Accuracy : 0.14 Epoch : 99, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.28, Validation Accuracy : 0.14 Epoch : 100, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.28, Validation Accuracy : 0.14 Epoch : 101, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.27, Validation Accuracy : 0.14 Epoch : 102, Train Loss : 2.29, Train Accuracy : 0.14, Validation Loss : 2.27, Validation Accuracy : 0.14 Epoch : 103, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.27, Validation Accuracy : 0.15 Epoch : 104, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.27, Validation Accuracy : 0.15 Epoch : 105, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.27, Validation Accuracy : 0.14 Epoch : 106, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 107, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 108, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 109, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.27, Validation Accuracy : 0.15 Epoch : 110, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.27, Validation Accuracy : 0.15 Epoch : 111, Train Loss : 2.27, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 112, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 113, Train Loss : 2.27, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 114, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 115, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 116, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 117, Train Loss : 2.27, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 118, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 119, Train Loss : 2.27, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 120, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 121, Train Loss : 2.27, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 122, Train Loss : 2.27, Train Accuracy : 0.14, Validation Loss : 2.25, Validation Accuracy : 0.15 Epoch : 123, Train Loss : 2.27, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 124, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 125, Train Loss : 2.27, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 126, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.15 Epoch : 127, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 128, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 129, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 130, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 131, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 132, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 133, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 134, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 135, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 136, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 137, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 138, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 139, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 140, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 141, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 142, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 143, Train Loss : 2.26, Train Accuracy : 0.14, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 144, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 145, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 146, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 147, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 148, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 149, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.16 Epoch : 150, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 151, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.16 Epoch : 152, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.16 Epoch : 153, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 154, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 155, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.16 Epoch : 156, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 157, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.16 Epoch : 158, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.16 Epoch : 159, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 160, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.16 Epoch : 161, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 162, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 163, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 164, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 165, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.16 Epoch : 166, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 167, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 168, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.16 Epoch : 169, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 170, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 171, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 172, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.16 Epoch : 173, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 174, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 175, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 176, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 177, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 178, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 179, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 180, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 181, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 182, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 183, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 184, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 185, Train Loss : 2.26, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 186, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 187, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 188, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 189, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 190, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 191, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 192, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 193, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 194, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 195, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 196, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 197, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 198, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 199, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 200, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 201, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 202, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 203, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 204, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 205, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 206, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 207, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 208, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 209, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 210, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 211, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 212, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 213, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 214, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 215, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 216, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 217, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 218, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 219, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 220, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 221, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.18 Epoch : 222, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 223, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 224, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 225, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 226, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.18 Epoch : 227, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 228, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 229, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.18 Epoch : 230, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 231, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 232, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 233, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 234, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 235, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 236, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 237, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 238, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 239, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 240, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 241, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 242, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 243, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 244, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 245, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 246, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 247, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 248, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 249, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 250, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 251, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 252, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 253, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 254, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 255, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 256, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 257, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 258, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 259, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 260, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 261, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 262, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 263, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 264, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 265, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 266, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 267, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 268, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 269, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 270, Train Loss : 2.23, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 271, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 272, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 273, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 274, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 275, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 276, Train Loss : 2.23, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 277, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 278, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 279, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 280, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 281, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 282, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 283, Train Loss : 2.23, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 284, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 285, Train Loss : 2.23, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 286, Train Loss : 2.23, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 287, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 288, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 289, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 290, Train Loss : 2.23, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 291, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 292, Train Loss : 2.23, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 293, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 294, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 295, Train Loss : 2.23, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 296, Train Loss : 2.23, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 297, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 298, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 299, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18
fig, (ax1, ax2) = plt.subplots(1,2, figsize=(15,6))
fig.suptitle(f"model_nn_4_layers_simple : 300 Epochs, 0.001 SGD", fontsize=16)
ax1.plot(history['train_acc'], label='train accuracy')
ax1.plot(history['valid_acc'], label='valid accuracy')
ax1.legend()
ax2.plot(history['train_loss'], label='train loss')
ax2.plot(history['valid_loss'], label='valid loss')
ax2.legend()
fig.show()
model_4_layers = NNModel_4Layers(input_size, output_size)
history2 = fit(model_4_layers, train_dl, test_dl, 1000, 0.001, optim=torch.optim.SGD, device = device)
Epoch : 0, Train Loss : 2.40, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 1, Train Loss : 2.31, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 2, Train Loss : 2.31, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 3, Train Loss : 2.31, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 4, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 5, Train Loss : 2.31, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 6, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 7, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 8, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 9, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 10, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 11, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 12, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 13, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 14, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 15, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 16, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 17, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 18, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 19, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 20, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 21, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 22, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 23, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 24, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 25, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 26, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 27, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 28, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 29, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 30, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 31, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 32, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 33, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 34, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 35, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 36, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 37, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 38, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 39, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 40, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 41, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 42, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 43, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 44, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 45, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 46, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 47, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 48, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 49, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 50, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 51, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 52, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 53, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 54, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 55, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 56, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 57, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 58, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 59, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 60, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 61, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 62, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 63, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 64, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 65, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 66, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 67, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 68, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.14 Epoch : 69, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.14 Epoch : 70, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.15 Epoch : 71, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.14 Epoch : 72, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.15 Epoch : 73, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.15 Epoch : 74, Train Loss : 2.30, Train Accuracy : 0.13, Validation Loss : 2.28, Validation Accuracy : 0.14 Epoch : 75, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.28, Validation Accuracy : 0.14 Epoch : 76, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.28, Validation Accuracy : 0.14 Epoch : 77, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.28, Validation Accuracy : 0.14 Epoch : 78, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.28, Validation Accuracy : 0.14 Epoch : 79, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.27, Validation Accuracy : 0.14 Epoch : 80, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.27, Validation Accuracy : 0.14 Epoch : 81, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.27, Validation Accuracy : 0.14 Epoch : 82, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.27, Validation Accuracy : 0.15 Epoch : 83, Train Loss : 2.29, Train Accuracy : 0.14, Validation Loss : 2.27, Validation Accuracy : 0.15 Epoch : 84, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.27, Validation Accuracy : 0.15 Epoch : 85, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.27, Validation Accuracy : 0.15 Epoch : 86, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.27, Validation Accuracy : 0.15 Epoch : 87, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 88, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.17 Epoch : 89, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.17 Epoch : 90, Train Loss : 2.28, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.17 Epoch : 91, Train Loss : 2.28, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.17 Epoch : 92, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 93, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 94, Train Loss : 2.27, Train Accuracy : 0.16, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 95, Train Loss : 2.27, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 96, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.18 Epoch : 97, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.18 Epoch : 98, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 99, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 100, Train Loss : 2.26, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 101, Train Loss : 2.26, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.17 Epoch : 102, Train Loss : 2.26, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 103, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 104, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 105, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 106, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 107, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 108, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.19 Epoch : 109, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 110, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 111, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 112, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 113, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.19 Epoch : 114, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 115, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 116, Train Loss : 2.23, Train Accuracy : 0.17, Validation Loss : 2.20, Validation Accuracy : 0.18 Epoch : 117, Train Loss : 2.24, Train Accuracy : 0.17, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 118, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.20, Validation Accuracy : 0.19 Epoch : 119, Train Loss : 2.24, Train Accuracy : 0.17, Validation Loss : 2.20, Validation Accuracy : 0.19 Epoch : 120, Train Loss : 2.24, Train Accuracy : 0.17, Validation Loss : 2.20, Validation Accuracy : 0.19 Epoch : 121, Train Loss : 2.24, Train Accuracy : 0.17, Validation Loss : 2.20, Validation Accuracy : 0.19 Epoch : 122, Train Loss : 2.24, Train Accuracy : 0.17, Validation Loss : 2.20, Validation Accuracy : 0.19 Epoch : 123, Train Loss : 2.24, Train Accuracy : 0.17, Validation Loss : 2.20, Validation Accuracy : 0.19 Epoch : 124, Train Loss : 2.23, Train Accuracy : 0.17, Validation Loss : 2.20, Validation Accuracy : 0.19 Epoch : 125, Train Loss : 2.24, Train Accuracy : 0.17, Validation Loss : 2.19, Validation Accuracy : 0.19 Epoch : 126, Train Loss : 2.23, Train Accuracy : 0.18, Validation Loss : 2.19, Validation Accuracy : 0.19 Epoch : 127, Train Loss : 2.23, Train Accuracy : 0.17, Validation Loss : 2.19, Validation Accuracy : 0.20 Epoch : 128, Train Loss : 2.23, Train Accuracy : 0.18, Validation Loss : 2.19, Validation Accuracy : 0.19 Epoch : 129, Train Loss : 2.23, Train Accuracy : 0.17, Validation Loss : 2.19, Validation Accuracy : 0.19 Epoch : 130, Train Loss : 2.23, Train Accuracy : 0.17, Validation Loss : 2.19, Validation Accuracy : 0.19 Epoch : 131, Train Loss : 2.23, Train Accuracy : 0.17, Validation Loss : 2.19, Validation Accuracy : 0.19 Epoch : 132, Train Loss : 2.23, Train Accuracy : 0.17, Validation Loss : 2.19, Validation Accuracy : 0.20 Epoch : 133, Train Loss : 2.23, Train Accuracy : 0.17, Validation Loss : 2.18, Validation Accuracy : 0.20 Epoch : 134, Train Loss : 2.22, Train Accuracy : 0.17, Validation Loss : 2.18, Validation Accuracy : 0.20 Epoch : 135, Train Loss : 2.22, Train Accuracy : 0.18, Validation Loss : 2.18, Validation Accuracy : 0.19 Epoch : 136, Train Loss : 2.22, Train Accuracy : 0.18, Validation Loss : 2.18, Validation Accuracy : 0.20 Epoch : 137, Train Loss : 2.22, Train Accuracy : 0.18, Validation Loss : 2.17, Validation Accuracy : 0.20 Epoch : 138, Train Loss : 2.21, Train Accuracy : 0.18, Validation Loss : 2.17, Validation Accuracy : 0.21 Epoch : 139, Train Loss : 2.22, Train Accuracy : 0.19, Validation Loss : 2.17, Validation Accuracy : 0.22 Epoch : 140, Train Loss : 2.21, Train Accuracy : 0.19, Validation Loss : 2.16, Validation Accuracy : 0.22 Epoch : 141, Train Loss : 2.20, Train Accuracy : 0.19, Validation Loss : 2.16, Validation Accuracy : 0.23 Epoch : 142, Train Loss : 2.21, Train Accuracy : 0.19, Validation Loss : 2.15, Validation Accuracy : 0.24 Epoch : 143, Train Loss : 2.19, Train Accuracy : 0.20, Validation Loss : 2.14, Validation Accuracy : 0.24 Epoch : 144, Train Loss : 2.19, Train Accuracy : 0.19, Validation Loss : 2.14, Validation Accuracy : 0.24 Epoch : 145, Train Loss : 2.19, Train Accuracy : 0.20, Validation Loss : 2.14, Validation Accuracy : 0.24 Epoch : 146, Train Loss : 2.19, Train Accuracy : 0.20, Validation Loss : 2.13, Validation Accuracy : 0.26 Epoch : 147, Train Loss : 2.20, Train Accuracy : 0.20, Validation Loss : 2.13, Validation Accuracy : 0.25 Epoch : 148, Train Loss : 2.18, Train Accuracy : 0.20, Validation Loss : 2.12, Validation Accuracy : 0.25 Epoch : 149, Train Loss : 2.19, Train Accuracy : 0.20, Validation Loss : 2.12, Validation Accuracy : 0.25 Epoch : 150, Train Loss : 2.18, Train Accuracy : 0.21, Validation Loss : 2.11, Validation Accuracy : 0.26 Epoch : 151, Train Loss : 2.17, Train Accuracy : 0.21, Validation Loss : 2.11, Validation Accuracy : 0.26 Epoch : 152, Train Loss : 2.17, Train Accuracy : 0.21, Validation Loss : 2.09, Validation Accuracy : 0.26 Epoch : 153, Train Loss : 2.17, Train Accuracy : 0.21, Validation Loss : 2.10, Validation Accuracy : 0.26 Epoch : 154, Train Loss : 2.17, Train Accuracy : 0.22, Validation Loss : 2.09, Validation Accuracy : 0.27 Epoch : 155, Train Loss : 2.16, Train Accuracy : 0.21, Validation Loss : 2.08, Validation Accuracy : 0.26 Epoch : 156, Train Loss : 2.16, Train Accuracy : 0.21, Validation Loss : 2.08, Validation Accuracy : 0.27 Epoch : 157, Train Loss : 2.16, Train Accuracy : 0.21, Validation Loss : 2.08, Validation Accuracy : 0.27 Epoch : 158, Train Loss : 2.15, Train Accuracy : 0.22, Validation Loss : 2.08, Validation Accuracy : 0.27 Epoch : 159, Train Loss : 2.15, Train Accuracy : 0.22, Validation Loss : 2.08, Validation Accuracy : 0.27 Epoch : 160, Train Loss : 2.15, Train Accuracy : 0.22, Validation Loss : 2.07, Validation Accuracy : 0.28 Epoch : 161, Train Loss : 2.14, Train Accuracy : 0.22, Validation Loss : 2.07, Validation Accuracy : 0.28 Epoch : 162, Train Loss : 2.15, Train Accuracy : 0.22, Validation Loss : 2.06, Validation Accuracy : 0.28 Epoch : 163, Train Loss : 2.13, Train Accuracy : 0.23, Validation Loss : 2.03, Validation Accuracy : 0.31 Epoch : 164, Train Loss : 2.13, Train Accuracy : 0.24, Validation Loss : 2.01, Validation Accuracy : 0.33 Epoch : 165, Train Loss : 2.11, Train Accuracy : 0.25, Validation Loss : 1.99, Validation Accuracy : 0.33 Epoch : 166, Train Loss : 2.10, Train Accuracy : 0.25, Validation Loss : 1.97, Validation Accuracy : 0.33 Epoch : 167, Train Loss : 2.10, Train Accuracy : 0.26, Validation Loss : 1.97, Validation Accuracy : 0.34 Epoch : 168, Train Loss : 2.09, Train Accuracy : 0.26, Validation Loss : 1.96, Validation Accuracy : 0.35 Epoch : 169, Train Loss : 2.07, Train Accuracy : 0.27, Validation Loss : 1.94, Validation Accuracy : 0.37 Epoch : 170, Train Loss : 2.08, Train Accuracy : 0.27, Validation Loss : 1.93, Validation Accuracy : 0.38 Epoch : 171, Train Loss : 2.04, Train Accuracy : 0.29, Validation Loss : 1.90, Validation Accuracy : 0.38 Epoch : 172, Train Loss : 2.05, Train Accuracy : 0.28, Validation Loss : 1.89, Validation Accuracy : 0.39 Epoch : 173, Train Loss : 2.04, Train Accuracy : 0.29, Validation Loss : 1.89, Validation Accuracy : 0.39 Epoch : 174, Train Loss : 2.05, Train Accuracy : 0.28, Validation Loss : 1.89, Validation Accuracy : 0.39 Epoch : 175, Train Loss : 2.02, Train Accuracy : 0.29, Validation Loss : 1.88, Validation Accuracy : 0.39 Epoch : 176, Train Loss : 2.03, Train Accuracy : 0.29, Validation Loss : 1.87, Validation Accuracy : 0.40 Epoch : 177, Train Loss : 2.02, Train Accuracy : 0.30, Validation Loss : 1.87, Validation Accuracy : 0.39 Epoch : 178, Train Loss : 2.01, Train Accuracy : 0.30, Validation Loss : 1.86, Validation Accuracy : 0.39 Epoch : 179, Train Loss : 2.01, Train Accuracy : 0.30, Validation Loss : 1.85, Validation Accuracy : 0.40 Epoch : 180, Train Loss : 2.01, Train Accuracy : 0.30, Validation Loss : 1.85, Validation Accuracy : 0.40 Epoch : 181, Train Loss : 2.00, Train Accuracy : 0.30, Validation Loss : 1.85, Validation Accuracy : 0.40 Epoch : 182, Train Loss : 2.00, Train Accuracy : 0.30, Validation Loss : 1.84, Validation Accuracy : 0.41 Epoch : 183, Train Loss : 2.00, Train Accuracy : 0.30, Validation Loss : 1.84, Validation Accuracy : 0.40 Epoch : 184, Train Loss : 2.00, Train Accuracy : 0.30, Validation Loss : 1.84, Validation Accuracy : 0.42 Epoch : 185, Train Loss : 1.99, Train Accuracy : 0.31, Validation Loss : 1.82, Validation Accuracy : 0.41 Epoch : 186, Train Loss : 2.00, Train Accuracy : 0.30, Validation Loss : 1.82, Validation Accuracy : 0.41 Epoch : 187, Train Loss : 1.98, Train Accuracy : 0.30, Validation Loss : 1.81, Validation Accuracy : 0.41 Epoch : 188, Train Loss : 1.98, Train Accuracy : 0.31, Validation Loss : 1.81, Validation Accuracy : 0.42 Epoch : 189, Train Loss : 1.99, Train Accuracy : 0.31, Validation Loss : 1.82, Validation Accuracy : 0.42 Epoch : 190, Train Loss : 1.98, Train Accuracy : 0.31, Validation Loss : 1.82, Validation Accuracy : 0.43 Epoch : 191, Train Loss : 1.98, Train Accuracy : 0.31, Validation Loss : 1.80, Validation Accuracy : 0.42 Epoch : 192, Train Loss : 1.97, Train Accuracy : 0.31, Validation Loss : 1.81, Validation Accuracy : 0.42 Epoch : 193, Train Loss : 1.97, Train Accuracy : 0.31, Validation Loss : 1.80, Validation Accuracy : 0.43 Epoch : 194, Train Loss : 1.97, Train Accuracy : 0.31, Validation Loss : 1.80, Validation Accuracy : 0.43 Epoch : 195, Train Loss : 1.97, Train Accuracy : 0.31, Validation Loss : 1.80, Validation Accuracy : 0.42 Epoch : 196, Train Loss : 1.97, Train Accuracy : 0.31, Validation Loss : 1.79, Validation Accuracy : 0.43 Epoch : 197, Train Loss : 1.96, Train Accuracy : 0.32, Validation Loss : 1.79, Validation Accuracy : 0.44 Epoch : 198, Train Loss : 1.95, Train Accuracy : 0.31, Validation Loss : 1.78, Validation Accuracy : 0.44 Epoch : 199, Train Loss : 1.96, Train Accuracy : 0.32, Validation Loss : 1.78, Validation Accuracy : 0.42 Epoch : 200, Train Loss : 1.97, Train Accuracy : 0.32, Validation Loss : 1.78, Validation Accuracy : 0.44 Epoch : 201, Train Loss : 1.95, Train Accuracy : 0.32, Validation Loss : 1.78, Validation Accuracy : 0.44 Epoch : 202, Train Loss : 1.95, Train Accuracy : 0.32, Validation Loss : 1.77, Validation Accuracy : 0.44 Epoch : 203, Train Loss : 1.96, Train Accuracy : 0.31, Validation Loss : 1.77, Validation Accuracy : 0.42 Epoch : 204, Train Loss : 1.94, Train Accuracy : 0.33, Validation Loss : 1.76, Validation Accuracy : 0.45 Epoch : 205, Train Loss : 1.94, Train Accuracy : 0.32, Validation Loss : 1.77, Validation Accuracy : 0.44 Epoch : 206, Train Loss : 1.95, Train Accuracy : 0.32, Validation Loss : 1.76, Validation Accuracy : 0.45 Epoch : 207, Train Loss : 1.93, Train Accuracy : 0.33, Validation Loss : 1.76, Validation Accuracy : 0.44 Epoch : 208, Train Loss : 1.94, Train Accuracy : 0.33, Validation Loss : 1.76, Validation Accuracy : 0.44 Epoch : 209, Train Loss : 1.94, Train Accuracy : 0.33, Validation Loss : 1.76, Validation Accuracy : 0.44 Epoch : 210, Train Loss : 1.94, Train Accuracy : 0.32, Validation Loss : 1.76, Validation Accuracy : 0.44 Epoch : 211, Train Loss : 1.94, Train Accuracy : 0.33, Validation Loss : 1.75, Validation Accuracy : 0.45 Epoch : 212, Train Loss : 1.93, Train Accuracy : 0.33, Validation Loss : 1.75, Validation Accuracy : 0.45 Epoch : 213, Train Loss : 1.94, Train Accuracy : 0.32, Validation Loss : 1.75, Validation Accuracy : 0.45 Epoch : 214, Train Loss : 1.94, Train Accuracy : 0.33, Validation Loss : 1.75, Validation Accuracy : 0.46 Epoch : 215, Train Loss : 1.93, Train Accuracy : 0.34, Validation Loss : 1.75, Validation Accuracy : 0.45 Epoch : 216, Train Loss : 1.93, Train Accuracy : 0.33, Validation Loss : 1.74, Validation Accuracy : 0.44 Epoch : 217, Train Loss : 1.92, Train Accuracy : 0.33, Validation Loss : 1.74, Validation Accuracy : 0.45 Epoch : 218, Train Loss : 1.93, Train Accuracy : 0.33, Validation Loss : 1.74, Validation Accuracy : 0.45 Epoch : 219, Train Loss : 1.93, Train Accuracy : 0.33, Validation Loss : 1.73, Validation Accuracy : 0.45 Epoch : 220, Train Loss : 1.92, Train Accuracy : 0.33, Validation Loss : 1.72, Validation Accuracy : 0.44 Epoch : 221, Train Loss : 1.93, Train Accuracy : 0.33, Validation Loss : 1.73, Validation Accuracy : 0.46 Epoch : 222, Train Loss : 1.93, Train Accuracy : 0.33, Validation Loss : 1.74, Validation Accuracy : 0.45 Epoch : 223, Train Loss : 1.92, Train Accuracy : 0.34, Validation Loss : 1.72, Validation Accuracy : 0.46 Epoch : 224, Train Loss : 1.92, Train Accuracy : 0.33, Validation Loss : 1.74, Validation Accuracy : 0.46 Epoch : 225, Train Loss : 1.93, Train Accuracy : 0.33, Validation Loss : 1.72, Validation Accuracy : 0.45 Epoch : 226, Train Loss : 1.91, Train Accuracy : 0.33, Validation Loss : 1.73, Validation Accuracy : 0.45 Epoch : 227, Train Loss : 1.92, Train Accuracy : 0.33, Validation Loss : 1.73, Validation Accuracy : 0.46 Epoch : 228, Train Loss : 1.92, Train Accuracy : 0.33, Validation Loss : 1.73, Validation Accuracy : 0.46 Epoch : 229, Train Loss : 1.91, Train Accuracy : 0.34, Validation Loss : 1.72, Validation Accuracy : 0.46 Epoch : 230, Train Loss : 1.90, Train Accuracy : 0.33, Validation Loss : 1.72, Validation Accuracy : 0.46 Epoch : 231, Train Loss : 1.91, Train Accuracy : 0.33, Validation Loss : 1.72, Validation Accuracy : 0.47 Epoch : 232, Train Loss : 1.91, Train Accuracy : 0.34, Validation Loss : 1.70, Validation Accuracy : 0.47 Epoch : 233, Train Loss : 1.91, Train Accuracy : 0.34, Validation Loss : 1.72, Validation Accuracy : 0.47 Epoch : 234, Train Loss : 1.91, Train Accuracy : 0.35, Validation Loss : 1.72, Validation Accuracy : 0.47 Epoch : 235, Train Loss : 1.90, Train Accuracy : 0.34, Validation Loss : 1.70, Validation Accuracy : 0.47 Epoch : 236, Train Loss : 1.91, Train Accuracy : 0.34, Validation Loss : 1.70, Validation Accuracy : 0.46 Epoch : 237, Train Loss : 1.90, Train Accuracy : 0.35, Validation Loss : 1.70, Validation Accuracy : 0.46 Epoch : 238, Train Loss : 1.91, Train Accuracy : 0.34, Validation Loss : 1.69, Validation Accuracy : 0.46 Epoch : 239, Train Loss : 1.88, Train Accuracy : 0.35, Validation Loss : 1.70, Validation Accuracy : 0.47 Epoch : 240, Train Loss : 1.89, Train Accuracy : 0.35, Validation Loss : 1.70, Validation Accuracy : 0.46 Epoch : 241, Train Loss : 1.92, Train Accuracy : 0.34, Validation Loss : 1.70, Validation Accuracy : 0.47 Epoch : 242, Train Loss : 1.90, Train Accuracy : 0.35, Validation Loss : 1.69, Validation Accuracy : 0.48 Epoch : 243, Train Loss : 1.90, Train Accuracy : 0.35, Validation Loss : 1.70, Validation Accuracy : 0.48 Epoch : 244, Train Loss : 1.89, Train Accuracy : 0.35, Validation Loss : 1.69, Validation Accuracy : 0.49 Epoch : 245, Train Loss : 1.88, Train Accuracy : 0.36, Validation Loss : 1.68, Validation Accuracy : 0.50 Epoch : 246, Train Loss : 1.88, Train Accuracy : 0.37, Validation Loss : 1.67, Validation Accuracy : 0.50 Epoch : 247, Train Loss : 1.86, Train Accuracy : 0.37, Validation Loss : 1.65, Validation Accuracy : 0.50 Epoch : 248, Train Loss : 1.88, Train Accuracy : 0.37, Validation Loss : 1.66, Validation Accuracy : 0.51 Epoch : 249, Train Loss : 1.88, Train Accuracy : 0.36, Validation Loss : 1.66, Validation Accuracy : 0.51 Epoch : 250, Train Loss : 1.88, Train Accuracy : 0.37, Validation Loss : 1.65, Validation Accuracy : 0.51 Epoch : 251, Train Loss : 1.87, Train Accuracy : 0.37, Validation Loss : 1.64, Validation Accuracy : 0.51 Epoch : 252, Train Loss : 1.87, Train Accuracy : 0.37, Validation Loss : 1.64, Validation Accuracy : 0.51 Epoch : 253, Train Loss : 1.87, Train Accuracy : 0.37, Validation Loss : 1.64, Validation Accuracy : 0.52 Epoch : 254, Train Loss : 1.86, Train Accuracy : 0.38, Validation Loss : 1.64, Validation Accuracy : 0.52 Epoch : 255, Train Loss : 1.86, Train Accuracy : 0.38, Validation Loss : 1.63, Validation Accuracy : 0.51 Epoch : 256, Train Loss : 1.85, Train Accuracy : 0.38, Validation Loss : 1.63, Validation Accuracy : 0.52 Epoch : 257, Train Loss : 1.87, Train Accuracy : 0.37, Validation Loss : 1.62, Validation Accuracy : 0.52 Epoch : 258, Train Loss : 1.85, Train Accuracy : 0.38, Validation Loss : 1.62, Validation Accuracy : 0.52 Epoch : 259, Train Loss : 1.85, Train Accuracy : 0.38, Validation Loss : 1.64, Validation Accuracy : 0.52 Epoch : 260, Train Loss : 1.86, Train Accuracy : 0.38, Validation Loss : 1.62, Validation Accuracy : 0.52 Epoch : 261, Train Loss : 1.83, Train Accuracy : 0.38, Validation Loss : 1.62, Validation Accuracy : 0.52 Epoch : 262, Train Loss : 1.86, Train Accuracy : 0.37, Validation Loss : 1.61, Validation Accuracy : 0.52 Epoch : 263, Train Loss : 1.85, Train Accuracy : 0.38, Validation Loss : 1.61, Validation Accuracy : 0.53 Epoch : 264, Train Loss : 1.85, Train Accuracy : 0.38, Validation Loss : 1.62, Validation Accuracy : 0.52 Epoch : 265, Train Loss : 1.83, Train Accuracy : 0.39, Validation Loss : 1.61, Validation Accuracy : 0.52 Epoch : 266, Train Loss : 1.84, Train Accuracy : 0.38, Validation Loss : 1.60, Validation Accuracy : 0.53 Epoch : 267, Train Loss : 1.85, Train Accuracy : 0.38, Validation Loss : 1.60, Validation Accuracy : 0.53 Epoch : 268, Train Loss : 1.83, Train Accuracy : 0.39, Validation Loss : 1.61, Validation Accuracy : 0.52 Epoch : 269, Train Loss : 1.84, Train Accuracy : 0.38, Validation Loss : 1.60, Validation Accuracy : 0.52 Epoch : 270, Train Loss : 1.83, Train Accuracy : 0.39, Validation Loss : 1.61, Validation Accuracy : 0.53 Epoch : 271, Train Loss : 1.82, Train Accuracy : 0.39, Validation Loss : 1.59, Validation Accuracy : 0.52 Epoch : 272, Train Loss : 1.83, Train Accuracy : 0.39, Validation Loss : 1.60, Validation Accuracy : 0.53 Epoch : 273, Train Loss : 1.83, Train Accuracy : 0.39, Validation Loss : 1.60, Validation Accuracy : 0.54 Epoch : 274, Train Loss : 1.82, Train Accuracy : 0.39, Validation Loss : 1.58, Validation Accuracy : 0.54 Epoch : 275, Train Loss : 1.83, Train Accuracy : 0.39, Validation Loss : 1.59, Validation Accuracy : 0.53 Epoch : 276, Train Loss : 1.82, Train Accuracy : 0.39, Validation Loss : 1.57, Validation Accuracy : 0.54 Epoch : 277, Train Loss : 1.83, Train Accuracy : 0.38, Validation Loss : 1.58, Validation Accuracy : 0.54 Epoch : 278, Train Loss : 1.82, Train Accuracy : 0.40, Validation Loss : 1.57, Validation Accuracy : 0.55 Epoch : 279, Train Loss : 1.81, Train Accuracy : 0.40, Validation Loss : 1.56, Validation Accuracy : 0.54 Epoch : 280, Train Loss : 1.79, Train Accuracy : 0.40, Validation Loss : 1.56, Validation Accuracy : 0.55 Epoch : 281, Train Loss : 1.81, Train Accuracy : 0.40, Validation Loss : 1.56, Validation Accuracy : 0.56 Epoch : 282, Train Loss : 1.81, Train Accuracy : 0.40, Validation Loss : 1.55, Validation Accuracy : 0.55 Epoch : 283, Train Loss : 1.80, Train Accuracy : 0.40, Validation Loss : 1.53, Validation Accuracy : 0.56 Epoch : 284, Train Loss : 1.82, Train Accuracy : 0.39, Validation Loss : 1.55, Validation Accuracy : 0.56 Epoch : 285, Train Loss : 1.79, Train Accuracy : 0.40, Validation Loss : 1.53, Validation Accuracy : 0.56 Epoch : 286, Train Loss : 1.79, Train Accuracy : 0.40, Validation Loss : 1.54, Validation Accuracy : 0.56 Epoch : 287, Train Loss : 1.79, Train Accuracy : 0.41, Validation Loss : 1.54, Validation Accuracy : 0.56 Epoch : 288, Train Loss : 1.80, Train Accuracy : 0.40, Validation Loss : 1.53, Validation Accuracy : 0.55 Epoch : 289, Train Loss : 1.78, Train Accuracy : 0.40, Validation Loss : 1.52, Validation Accuracy : 0.56 Epoch : 290, Train Loss : 1.80, Train Accuracy : 0.40, Validation Loss : 1.53, Validation Accuracy : 0.56 Epoch : 291, Train Loss : 1.81, Train Accuracy : 0.39, Validation Loss : 1.53, Validation Accuracy : 0.56 Epoch : 292, Train Loss : 1.79, Train Accuracy : 0.40, Validation Loss : 1.51, Validation Accuracy : 0.56 Epoch : 293, Train Loss : 1.78, Train Accuracy : 0.41, Validation Loss : 1.52, Validation Accuracy : 0.57 Epoch : 294, Train Loss : 1.77, Train Accuracy : 0.41, Validation Loss : 1.50, Validation Accuracy : 0.56 Epoch : 295, Train Loss : 1.78, Train Accuracy : 0.41, Validation Loss : 1.51, Validation Accuracy : 0.56 Epoch : 296, Train Loss : 1.78, Train Accuracy : 0.40, Validation Loss : 1.51, Validation Accuracy : 0.57 Epoch : 297, Train Loss : 1.78, Train Accuracy : 0.41, Validation Loss : 1.50, Validation Accuracy : 0.57 Epoch : 298, Train Loss : 1.78, Train Accuracy : 0.40, Validation Loss : 1.49, Validation Accuracy : 0.57 Epoch : 299, Train Loss : 1.78, Train Accuracy : 0.40, Validation Loss : 1.49, Validation Accuracy : 0.57 Epoch : 300, Train Loss : 1.78, Train Accuracy : 0.41, Validation Loss : 1.50, Validation Accuracy : 0.57 Epoch : 301, Train Loss : 1.76, Train Accuracy : 0.42, Validation Loss : 1.49, Validation Accuracy : 0.57 Epoch : 302, Train Loss : 1.76, Train Accuracy : 0.42, Validation Loss : 1.50, Validation Accuracy : 0.56 Epoch : 303, Train Loss : 1.77, Train Accuracy : 0.40, Validation Loss : 1.49, Validation Accuracy : 0.57 Epoch : 304, Train Loss : 1.75, Train Accuracy : 0.42, Validation Loss : 1.49, Validation Accuracy : 0.57 Epoch : 305, Train Loss : 1.76, Train Accuracy : 0.41, Validation Loss : 1.49, Validation Accuracy : 0.57 Epoch : 306, Train Loss : 1.76, Train Accuracy : 0.41, Validation Loss : 1.48, Validation Accuracy : 0.57 Epoch : 307, Train Loss : 1.75, Train Accuracy : 0.42, Validation Loss : 1.48, Validation Accuracy : 0.57 Epoch : 308, Train Loss : 1.77, Train Accuracy : 0.41, Validation Loss : 1.50, Validation Accuracy : 0.57 Epoch : 309, Train Loss : 1.75, Train Accuracy : 0.42, Validation Loss : 1.49, Validation Accuracy : 0.58 Epoch : 310, Train Loss : 1.76, Train Accuracy : 0.41, Validation Loss : 1.49, Validation Accuracy : 0.58 Epoch : 311, Train Loss : 1.75, Train Accuracy : 0.42, Validation Loss : 1.49, Validation Accuracy : 0.58 Epoch : 312, Train Loss : 1.75, Train Accuracy : 0.42, Validation Loss : 1.47, Validation Accuracy : 0.58 Epoch : 313, Train Loss : 1.76, Train Accuracy : 0.41, Validation Loss : 1.47, Validation Accuracy : 0.58 Epoch : 314, Train Loss : 1.75, Train Accuracy : 0.41, Validation Loss : 1.48, Validation Accuracy : 0.57 Epoch : 315, Train Loss : 1.75, Train Accuracy : 0.41, Validation Loss : 1.49, Validation Accuracy : 0.56 Epoch : 316, Train Loss : 1.74, Train Accuracy : 0.42, Validation Loss : 1.46, Validation Accuracy : 0.58 Epoch : 317, Train Loss : 1.75, Train Accuracy : 0.42, Validation Loss : 1.50, Validation Accuracy : 0.56 Epoch : 318, Train Loss : 1.74, Train Accuracy : 0.43, Validation Loss : 1.44, Validation Accuracy : 0.59 Epoch : 319, Train Loss : 1.74, Train Accuracy : 0.41, Validation Loss : 1.46, Validation Accuracy : 0.58 Epoch : 320, Train Loss : 1.75, Train Accuracy : 0.42, Validation Loss : 1.48, Validation Accuracy : 0.59 Epoch : 321, Train Loss : 1.74, Train Accuracy : 0.42, Validation Loss : 1.46, Validation Accuracy : 0.58 Epoch : 322, Train Loss : 1.73, Train Accuracy : 0.42, Validation Loss : 1.46, Validation Accuracy : 0.59 Epoch : 323, Train Loss : 1.73, Train Accuracy : 0.42, Validation Loss : 1.46, Validation Accuracy : 0.58 Epoch : 324, Train Loss : 1.74, Train Accuracy : 0.42, Validation Loss : 1.49, Validation Accuracy : 0.57 Epoch : 325, Train Loss : 1.74, Train Accuracy : 0.42, Validation Loss : 1.45, Validation Accuracy : 0.59 Epoch : 326, Train Loss : 1.75, Train Accuracy : 0.41, Validation Loss : 1.45, Validation Accuracy : 0.59 Epoch : 327, Train Loss : 1.75, Train Accuracy : 0.41, Validation Loss : 1.45, Validation Accuracy : 0.58 Epoch : 328, Train Loss : 1.72, Train Accuracy : 0.42, Validation Loss : 1.45, Validation Accuracy : 0.58 Epoch : 329, Train Loss : 1.72, Train Accuracy : 0.43, Validation Loss : 1.45, Validation Accuracy : 0.60 Epoch : 330, Train Loss : 1.73, Train Accuracy : 0.43, Validation Loss : 1.45, Validation Accuracy : 0.59 Epoch : 331, Train Loss : 1.74, Train Accuracy : 0.41, Validation Loss : 1.45, Validation Accuracy : 0.59 Epoch : 332, Train Loss : 1.74, Train Accuracy : 0.42, Validation Loss : 1.45, Validation Accuracy : 0.59 Epoch : 333, Train Loss : 1.74, Train Accuracy : 0.42, Validation Loss : 1.45, Validation Accuracy : 0.59 Epoch : 334, Train Loss : 1.73, Train Accuracy : 0.42, Validation Loss : 1.45, Validation Accuracy : 0.59 Epoch : 335, Train Loss : 1.72, Train Accuracy : 0.43, Validation Loss : 1.43, Validation Accuracy : 0.59 Epoch : 336, Train Loss : 1.72, Train Accuracy : 0.43, Validation Loss : 1.44, Validation Accuracy : 0.59 Epoch : 337, Train Loss : 1.73, Train Accuracy : 0.42, Validation Loss : 1.45, Validation Accuracy : 0.59 Epoch : 338, Train Loss : 1.73, Train Accuracy : 0.42, Validation Loss : 1.43, Validation Accuracy : 0.59 Epoch : 339, Train Loss : 1.71, Train Accuracy : 0.44, Validation Loss : 1.44, Validation Accuracy : 0.59 Epoch : 340, Train Loss : 1.73, Train Accuracy : 0.42, Validation Loss : 1.43, Validation Accuracy : 0.59 Epoch : 341, Train Loss : 1.71, Train Accuracy : 0.43, Validation Loss : 1.44, Validation Accuracy : 0.59 Epoch : 342, Train Loss : 1.70, Train Accuracy : 0.43, Validation Loss : 1.42, Validation Accuracy : 0.60 Epoch : 343, Train Loss : 1.72, Train Accuracy : 0.42, Validation Loss : 1.43, Validation Accuracy : 0.59 Epoch : 344, Train Loss : 1.72, Train Accuracy : 0.43, Validation Loss : 1.41, Validation Accuracy : 0.60 Epoch : 345, Train Loss : 1.72, Train Accuracy : 0.43, Validation Loss : 1.42, Validation Accuracy : 0.60 Epoch : 346, Train Loss : 1.71, Train Accuracy : 0.43, Validation Loss : 1.41, Validation Accuracy : 0.60 Epoch : 347, Train Loss : 1.71, Train Accuracy : 0.43, Validation Loss : 1.42, Validation Accuracy : 0.60 Epoch : 348, Train Loss : 1.72, Train Accuracy : 0.43, Validation Loss : 1.43, Validation Accuracy : 0.58 Epoch : 349, Train Loss : 1.71, Train Accuracy : 0.43, Validation Loss : 1.42, Validation Accuracy : 0.60 Epoch : 350, Train Loss : 1.71, Train Accuracy : 0.43, Validation Loss : 1.41, Validation Accuracy : 0.60 Epoch : 351, Train Loss : 1.72, Train Accuracy : 0.43, Validation Loss : 1.43, Validation Accuracy : 0.60 Epoch : 352, Train Loss : 1.73, Train Accuracy : 0.42, Validation Loss : 1.41, Validation Accuracy : 0.60 Epoch : 353, Train Loss : 1.71, Train Accuracy : 0.44, Validation Loss : 1.43, Validation Accuracy : 0.60 Epoch : 354, Train Loss : 1.71, Train Accuracy : 0.43, Validation Loss : 1.42, Validation Accuracy : 0.60 Epoch : 355, Train Loss : 1.71, Train Accuracy : 0.43, Validation Loss : 1.41, Validation Accuracy : 0.60 Epoch : 356, Train Loss : 1.68, Train Accuracy : 0.45, Validation Loss : 1.41, Validation Accuracy : 0.60 Epoch : 357, Train Loss : 1.70, Train Accuracy : 0.44, Validation Loss : 1.42, Validation Accuracy : 0.60 Epoch : 358, Train Loss : 1.70, Train Accuracy : 0.44, Validation Loss : 1.40, Validation Accuracy : 0.60 Epoch : 359, Train Loss : 1.70, Train Accuracy : 0.44, Validation Loss : 1.41, Validation Accuracy : 0.60 Epoch : 360, Train Loss : 1.71, Train Accuracy : 0.43, Validation Loss : 1.39, Validation Accuracy : 0.60 Epoch : 361, Train Loss : 1.69, Train Accuracy : 0.44, Validation Loss : 1.40, Validation Accuracy : 0.60 Epoch : 362, Train Loss : 1.70, Train Accuracy : 0.43, Validation Loss : 1.40, Validation Accuracy : 0.60 Epoch : 363, Train Loss : 1.69, Train Accuracy : 0.44, Validation Loss : 1.40, Validation Accuracy : 0.60 Epoch : 364, Train Loss : 1.68, Train Accuracy : 0.45, Validation Loss : 1.38, Validation Accuracy : 0.61 Epoch : 365, Train Loss : 1.70, Train Accuracy : 0.43, Validation Loss : 1.42, Validation Accuracy : 0.60 Epoch : 366, Train Loss : 1.69, Train Accuracy : 0.44, Validation Loss : 1.39, Validation Accuracy : 0.61 Epoch : 367, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.40, Validation Accuracy : 0.60 Epoch : 368, Train Loss : 1.69, Train Accuracy : 0.44, Validation Loss : 1.37, Validation Accuracy : 0.61 Epoch : 369, Train Loss : 1.69, Train Accuracy : 0.44, Validation Loss : 1.39, Validation Accuracy : 0.60 Epoch : 370, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.36, Validation Accuracy : 0.61 Epoch : 371, Train Loss : 1.70, Train Accuracy : 0.44, Validation Loss : 1.39, Validation Accuracy : 0.60 Epoch : 372, Train Loss : 1.72, Train Accuracy : 0.43, Validation Loss : 1.38, Validation Accuracy : 0.61 Epoch : 373, Train Loss : 1.69, Train Accuracy : 0.43, Validation Loss : 1.39, Validation Accuracy : 0.60 Epoch : 374, Train Loss : 1.67, Train Accuracy : 0.44, Validation Loss : 1.40, Validation Accuracy : 0.61 Epoch : 375, Train Loss : 1.69, Train Accuracy : 0.44, Validation Loss : 1.38, Validation Accuracy : 0.60 Epoch : 376, Train Loss : 1.72, Train Accuracy : 0.43, Validation Loss : 1.41, Validation Accuracy : 0.61 Epoch : 377, Train Loss : 1.70, Train Accuracy : 0.43, Validation Loss : 1.39, Validation Accuracy : 0.61 Epoch : 378, Train Loss : 1.70, Train Accuracy : 0.43, Validation Loss : 1.41, Validation Accuracy : 0.60 Epoch : 379, Train Loss : 1.67, Train Accuracy : 0.44, Validation Loss : 1.41, Validation Accuracy : 0.61 Epoch : 380, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.40, Validation Accuracy : 0.61 Epoch : 381, Train Loss : 1.69, Train Accuracy : 0.44, Validation Loss : 1.39, Validation Accuracy : 0.61 Epoch : 382, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.40, Validation Accuracy : 0.60 Epoch : 383, Train Loss : 1.67, Train Accuracy : 0.45, Validation Loss : 1.38, Validation Accuracy : 0.61 Epoch : 384, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.35, Validation Accuracy : 0.61 Epoch : 385, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.38, Validation Accuracy : 0.60 Epoch : 386, Train Loss : 1.67, Train Accuracy : 0.44, Validation Loss : 1.40, Validation Accuracy : 0.61 Epoch : 387, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.38, Validation Accuracy : 0.61 Epoch : 388, Train Loss : 1.67, Train Accuracy : 0.44, Validation Loss : 1.39, Validation Accuracy : 0.62 Epoch : 389, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.36, Validation Accuracy : 0.62 Epoch : 390, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.36, Validation Accuracy : 0.62 Epoch : 391, Train Loss : 1.67, Train Accuracy : 0.44, Validation Loss : 1.38, Validation Accuracy : 0.61 Epoch : 392, Train Loss : 1.67, Train Accuracy : 0.45, Validation Loss : 1.35, Validation Accuracy : 0.61 Epoch : 393, Train Loss : 1.67, Train Accuracy : 0.45, Validation Loss : 1.36, Validation Accuracy : 0.62 Epoch : 394, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.37, Validation Accuracy : 0.61 Epoch : 395, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.34, Validation Accuracy : 0.61 Epoch : 396, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.37, Validation Accuracy : 0.62 Epoch : 397, Train Loss : 1.67, Train Accuracy : 0.44, Validation Loss : 1.35, Validation Accuracy : 0.62 Epoch : 398, Train Loss : 1.69, Train Accuracy : 0.44, Validation Loss : 1.37, Validation Accuracy : 0.61 Epoch : 399, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.34, Validation Accuracy : 0.62 Epoch : 400, Train Loss : 1.66, Train Accuracy : 0.44, Validation Loss : 1.37, Validation Accuracy : 0.61 Epoch : 401, Train Loss : 1.64, Train Accuracy : 0.45, Validation Loss : 1.36, Validation Accuracy : 0.62 Epoch : 402, Train Loss : 1.67, Train Accuracy : 0.44, Validation Loss : 1.37, Validation Accuracy : 0.62 Epoch : 403, Train Loss : 1.69, Train Accuracy : 0.44, Validation Loss : 1.37, Validation Accuracy : 0.62 Epoch : 404, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.37, Validation Accuracy : 0.61 Epoch : 405, Train Loss : 1.67, Train Accuracy : 0.44, Validation Loss : 1.36, Validation Accuracy : 0.61 Epoch : 406, Train Loss : 1.67, Train Accuracy : 0.44, Validation Loss : 1.37, Validation Accuracy : 0.62 Epoch : 407, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.36, Validation Accuracy : 0.62 Epoch : 408, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.34, Validation Accuracy : 0.62 Epoch : 409, Train Loss : 1.69, Train Accuracy : 0.44, Validation Loss : 1.37, Validation Accuracy : 0.62 Epoch : 410, Train Loss : 1.67, Train Accuracy : 0.44, Validation Loss : 1.39, Validation Accuracy : 0.61 Epoch : 411, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.35, Validation Accuracy : 0.62 Epoch : 412, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.33, Validation Accuracy : 0.62 Epoch : 413, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.38, Validation Accuracy : 0.61 Epoch : 414, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.36, Validation Accuracy : 0.62 Epoch : 415, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.34, Validation Accuracy : 0.62 Epoch : 416, Train Loss : 1.66, Train Accuracy : 0.44, Validation Loss : 1.34, Validation Accuracy : 0.62 Epoch : 417, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.32, Validation Accuracy : 0.62 Epoch : 418, Train Loss : 1.66, Train Accuracy : 0.44, Validation Loss : 1.35, Validation Accuracy : 0.61 Epoch : 419, Train Loss : 1.66, Train Accuracy : 0.44, Validation Loss : 1.34, Validation Accuracy : 0.61 Epoch : 420, Train Loss : 1.66, Train Accuracy : 0.44, Validation Loss : 1.34, Validation Accuracy : 0.62 Epoch : 421, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.33, Validation Accuracy : 0.62 Epoch : 422, Train Loss : 1.64, Train Accuracy : 0.45, Validation Loss : 1.32, Validation Accuracy : 0.63 Epoch : 423, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.35, Validation Accuracy : 0.62 Epoch : 424, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.32, Validation Accuracy : 0.63 Epoch : 425, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.31, Validation Accuracy : 0.62 Epoch : 426, Train Loss : 1.63, Train Accuracy : 0.45, Validation Loss : 1.34, Validation Accuracy : 0.62 Epoch : 427, Train Loss : 1.64, Train Accuracy : 0.46, Validation Loss : 1.33, Validation Accuracy : 0.63 Epoch : 428, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.36, Validation Accuracy : 0.62 Epoch : 429, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.32, Validation Accuracy : 0.63 Epoch : 430, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.32, Validation Accuracy : 0.62 Epoch : 431, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.32, Validation Accuracy : 0.63 Epoch : 432, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.33, Validation Accuracy : 0.62 Epoch : 433, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.31, Validation Accuracy : 0.62 Epoch : 434, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.32, Validation Accuracy : 0.63 Epoch : 435, Train Loss : 1.63, Train Accuracy : 0.45, Validation Loss : 1.32, Validation Accuracy : 0.63 Epoch : 436, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.36, Validation Accuracy : 0.62 Epoch : 437, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.31, Validation Accuracy : 0.63 Epoch : 438, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.31, Validation Accuracy : 0.63 Epoch : 439, Train Loss : 1.64, Train Accuracy : 0.45, Validation Loss : 1.36, Validation Accuracy : 0.62 Epoch : 440, Train Loss : 1.64, Train Accuracy : 0.46, Validation Loss : 1.31, Validation Accuracy : 0.63 Epoch : 441, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.34, Validation Accuracy : 0.63 Epoch : 442, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.31, Validation Accuracy : 0.63 Epoch : 443, Train Loss : 1.64, Train Accuracy : 0.45, Validation Loss : 1.30, Validation Accuracy : 0.63 Epoch : 444, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.35, Validation Accuracy : 0.61 Epoch : 445, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.31, Validation Accuracy : 0.63 Epoch : 446, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.30, Validation Accuracy : 0.63 Epoch : 447, Train Loss : 1.64, Train Accuracy : 0.45, Validation Loss : 1.31, Validation Accuracy : 0.63 Epoch : 448, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.30, Validation Accuracy : 0.63 Epoch : 449, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.32, Validation Accuracy : 0.61 Epoch : 450, Train Loss : 1.64, Train Accuracy : 0.45, Validation Loss : 1.33, Validation Accuracy : 0.62 Epoch : 451, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.35, Validation Accuracy : 0.62 Epoch : 452, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.30, Validation Accuracy : 0.63 Epoch : 453, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.31, Validation Accuracy : 0.63 Epoch : 454, Train Loss : 1.65, Train Accuracy : 0.44, Validation Loss : 1.33, Validation Accuracy : 0.64 Epoch : 455, Train Loss : 1.64, Train Accuracy : 0.46, Validation Loss : 1.30, Validation Accuracy : 0.63 Epoch : 456, Train Loss : 1.64, Train Accuracy : 0.45, Validation Loss : 1.31, Validation Accuracy : 0.63 Epoch : 457, Train Loss : 1.62, Train Accuracy : 0.45, Validation Loss : 1.30, Validation Accuracy : 0.64 Epoch : 458, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.34, Validation Accuracy : 0.62 Epoch : 459, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.30, Validation Accuracy : 0.63 Epoch : 460, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.29, Validation Accuracy : 0.64 Epoch : 461, Train Loss : 1.64, Train Accuracy : 0.45, Validation Loss : 1.30, Validation Accuracy : 0.64 Epoch : 462, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.29, Validation Accuracy : 0.63 Epoch : 463, Train Loss : 1.63, Train Accuracy : 0.45, Validation Loss : 1.28, Validation Accuracy : 0.64 Epoch : 464, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.29, Validation Accuracy : 0.63 Epoch : 465, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.30, Validation Accuracy : 0.63 Epoch : 466, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.30, Validation Accuracy : 0.64 Epoch : 467, Train Loss : 1.62, Train Accuracy : 0.45, Validation Loss : 1.30, Validation Accuracy : 0.62 Epoch : 468, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.31, Validation Accuracy : 0.62 Epoch : 469, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.30, Validation Accuracy : 0.63 Epoch : 470, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.30, Validation Accuracy : 0.63 Epoch : 471, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.27, Validation Accuracy : 0.63 Epoch : 472, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.31, Validation Accuracy : 0.64 Epoch : 473, Train Loss : 1.61, Train Accuracy : 0.47, Validation Loss : 1.32, Validation Accuracy : 0.63 Epoch : 474, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.28, Validation Accuracy : 0.63 Epoch : 475, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.29, Validation Accuracy : 0.64 Epoch : 476, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.28, Validation Accuracy : 0.64 Epoch : 477, Train Loss : 1.60, Train Accuracy : 0.47, Validation Loss : 1.27, Validation Accuracy : 0.64 Epoch : 478, Train Loss : 1.63, Train Accuracy : 0.45, Validation Loss : 1.30, Validation Accuracy : 0.64 Epoch : 479, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.33, Validation Accuracy : 0.63 Epoch : 480, Train Loss : 1.60, Train Accuracy : 0.46, Validation Loss : 1.28, Validation Accuracy : 0.64 Epoch : 481, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.27, Validation Accuracy : 0.64 Epoch : 482, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.30, Validation Accuracy : 0.63 Epoch : 483, Train Loss : 1.63, Train Accuracy : 0.45, Validation Loss : 1.27, Validation Accuracy : 0.64 Epoch : 484, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.30, Validation Accuracy : 0.63 Epoch : 485, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.27, Validation Accuracy : 0.63 Epoch : 486, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.26, Validation Accuracy : 0.64 Epoch : 487, Train Loss : 1.61, Train Accuracy : 0.47, Validation Loss : 1.28, Validation Accuracy : 0.64 Epoch : 488, Train Loss : 1.60, Train Accuracy : 0.47, Validation Loss : 1.27, Validation Accuracy : 0.64 Epoch : 489, Train Loss : 1.60, Train Accuracy : 0.46, Validation Loss : 1.28, Validation Accuracy : 0.64 Epoch : 490, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.28, Validation Accuracy : 0.64 Epoch : 491, Train Loss : 1.58, Train Accuracy : 0.47, Validation Loss : 1.29, Validation Accuracy : 0.63 Epoch : 492, Train Loss : 1.62, Train Accuracy : 0.45, Validation Loss : 1.27, Validation Accuracy : 0.63 Epoch : 493, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.27, Validation Accuracy : 0.64 Epoch : 494, Train Loss : 1.60, Train Accuracy : 0.46, Validation Loss : 1.28, Validation Accuracy : 0.64 Epoch : 495, Train Loss : 1.60, Train Accuracy : 0.46, Validation Loss : 1.27, Validation Accuracy : 0.64 Epoch : 496, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.28, Validation Accuracy : 0.63 Epoch : 497, Train Loss : 1.58, Train Accuracy : 0.47, Validation Loss : 1.28, Validation Accuracy : 0.63 Epoch : 498, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.27, Validation Accuracy : 0.64 Epoch : 499, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.26, Validation Accuracy : 0.64 Epoch : 500, Train Loss : 1.60, Train Accuracy : 0.46, Validation Loss : 1.29, Validation Accuracy : 0.64 Epoch : 501, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.30, Validation Accuracy : 0.64 Epoch : 502, Train Loss : 1.60, Train Accuracy : 0.47, Validation Loss : 1.26, Validation Accuracy : 0.64 Epoch : 503, Train Loss : 1.58, Train Accuracy : 0.47, Validation Loss : 1.25, Validation Accuracy : 0.65 Epoch : 504, Train Loss : 1.60, Train Accuracy : 0.47, Validation Loss : 1.26, Validation Accuracy : 0.63 Epoch : 505, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.27, Validation Accuracy : 0.64 Epoch : 506, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.26, Validation Accuracy : 0.64 Epoch : 507, Train Loss : 1.59, Train Accuracy : 0.46, Validation Loss : 1.26, Validation Accuracy : 0.64 Epoch : 508, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.27, Validation Accuracy : 0.64 Epoch : 509, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.25, Validation Accuracy : 0.64 Epoch : 510, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.28, Validation Accuracy : 0.65 Epoch : 511, Train Loss : 1.58, Train Accuracy : 0.47, Validation Loss : 1.26, Validation Accuracy : 0.65 Epoch : 512, Train Loss : 1.55, Train Accuracy : 0.48, Validation Loss : 1.26, Validation Accuracy : 0.65 Epoch : 513, Train Loss : 1.60, Train Accuracy : 0.47, Validation Loss : 1.26, Validation Accuracy : 0.64 Epoch : 514, Train Loss : 1.58, Train Accuracy : 0.48, Validation Loss : 1.26, Validation Accuracy : 0.63 Epoch : 515, Train Loss : 1.60, Train Accuracy : 0.47, Validation Loss : 1.28, Validation Accuracy : 0.63 Epoch : 516, Train Loss : 1.60, Train Accuracy : 0.46, Validation Loss : 1.25, Validation Accuracy : 0.64 Epoch : 517, Train Loss : 1.60, Train Accuracy : 0.46, Validation Loss : 1.28, Validation Accuracy : 0.64 Epoch : 518, Train Loss : 1.59, Train Accuracy : 0.46, Validation Loss : 1.25, Validation Accuracy : 0.64 Epoch : 519, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.23, Validation Accuracy : 0.65 Epoch : 520, Train Loss : 1.58, Train Accuracy : 0.47, Validation Loss : 1.23, Validation Accuracy : 0.65 Epoch : 521, Train Loss : 1.60, Train Accuracy : 0.47, Validation Loss : 1.25, Validation Accuracy : 0.63 Epoch : 522, Train Loss : 1.59, Train Accuracy : 0.46, Validation Loss : 1.25, Validation Accuracy : 0.64 Epoch : 523, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.24, Validation Accuracy : 0.65 Epoch : 524, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.23, Validation Accuracy : 0.64 Epoch : 525, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.29, Validation Accuracy : 0.64 Epoch : 526, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.27, Validation Accuracy : 0.65 Epoch : 527, Train Loss : 1.59, Train Accuracy : 0.46, Validation Loss : 1.24, Validation Accuracy : 0.64 Epoch : 528, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.28, Validation Accuracy : 0.65 Epoch : 529, Train Loss : 1.60, Train Accuracy : 0.47, Validation Loss : 1.28, Validation Accuracy : 0.64 Epoch : 530, Train Loss : 1.58, Train Accuracy : 0.47, Validation Loss : 1.25, Validation Accuracy : 0.65 Epoch : 531, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.25, Validation Accuracy : 0.65 Epoch : 532, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.28, Validation Accuracy : 0.62 Epoch : 533, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.23, Validation Accuracy : 0.64 Epoch : 534, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.28, Validation Accuracy : 0.65 Epoch : 535, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.25, Validation Accuracy : 0.65 Epoch : 536, Train Loss : 1.58, Train Accuracy : 0.47, Validation Loss : 1.23, Validation Accuracy : 0.65 Epoch : 537, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.25, Validation Accuracy : 0.65 Epoch : 538, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.22, Validation Accuracy : 0.66 Epoch : 539, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.24, Validation Accuracy : 0.64 Epoch : 540, Train Loss : 1.54, Train Accuracy : 0.48, Validation Loss : 1.24, Validation Accuracy : 0.64 Epoch : 541, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.23, Validation Accuracy : 0.65 Epoch : 542, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.24, Validation Accuracy : 0.65 Epoch : 543, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.24, Validation Accuracy : 0.65 Epoch : 544, Train Loss : 1.58, Train Accuracy : 0.48, Validation Loss : 1.23, Validation Accuracy : 0.65 Epoch : 545, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.23, Validation Accuracy : 0.65 Epoch : 546, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.23, Validation Accuracy : 0.65 Epoch : 547, Train Loss : 1.59, Train Accuracy : 0.46, Validation Loss : 1.22, Validation Accuracy : 0.65 Epoch : 548, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.29, Validation Accuracy : 0.64 Epoch : 549, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.22, Validation Accuracy : 0.66 Epoch : 550, Train Loss : 1.58, Train Accuracy : 0.47, Validation Loss : 1.24, Validation Accuracy : 0.66 Epoch : 551, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.23, Validation Accuracy : 0.65 Epoch : 552, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.23, Validation Accuracy : 0.65 Epoch : 553, Train Loss : 1.56, Train Accuracy : 0.47, Validation Loss : 1.23, Validation Accuracy : 0.66 Epoch : 554, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.22, Validation Accuracy : 0.64 Epoch : 555, Train Loss : 1.55, Train Accuracy : 0.48, Validation Loss : 1.22, Validation Accuracy : 0.65 Epoch : 556, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.23, Validation Accuracy : 0.65 Epoch : 557, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.24, Validation Accuracy : 0.64 Epoch : 558, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.24, Validation Accuracy : 0.65 Epoch : 559, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.23, Validation Accuracy : 0.65 Epoch : 560, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.24, Validation Accuracy : 0.65 Epoch : 561, Train Loss : 1.55, Train Accuracy : 0.48, Validation Loss : 1.24, Validation Accuracy : 0.65 Epoch : 562, Train Loss : 1.54, Train Accuracy : 0.48, Validation Loss : 1.22, Validation Accuracy : 0.65 Epoch : 563, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.26, Validation Accuracy : 0.66 Epoch : 564, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.21, Validation Accuracy : 0.65 Epoch : 565, Train Loss : 1.55, Train Accuracy : 0.48, Validation Loss : 1.22, Validation Accuracy : 0.65 Epoch : 566, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.21, Validation Accuracy : 0.65 Epoch : 567, Train Loss : 1.55, Train Accuracy : 0.48, Validation Loss : 1.22, Validation Accuracy : 0.65 Epoch : 568, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.23, Validation Accuracy : 0.66 Epoch : 569, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.22, Validation Accuracy : 0.65 Epoch : 570, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.19, Validation Accuracy : 0.66 Epoch : 571, Train Loss : 1.56, Train Accuracy : 0.47, Validation Loss : 1.22, Validation Accuracy : 0.66 Epoch : 572, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.22, Validation Accuracy : 0.65 Epoch : 573, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.22, Validation Accuracy : 0.66 Epoch : 574, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.25, Validation Accuracy : 0.66 Epoch : 575, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.22, Validation Accuracy : 0.66 Epoch : 576, Train Loss : 1.54, Train Accuracy : 0.49, Validation Loss : 1.23, Validation Accuracy : 0.64 Epoch : 577, Train Loss : 1.54, Train Accuracy : 0.48, Validation Loss : 1.19, Validation Accuracy : 0.66 Epoch : 578, Train Loss : 1.55, Train Accuracy : 0.48, Validation Loss : 1.23, Validation Accuracy : 0.65 Epoch : 579, Train Loss : 1.55, Train Accuracy : 0.48, Validation Loss : 1.20, Validation Accuracy : 0.67 Epoch : 580, Train Loss : 1.55, Train Accuracy : 0.49, Validation Loss : 1.21, Validation Accuracy : 0.66 Epoch : 581, Train Loss : 1.55, Train Accuracy : 0.49, Validation Loss : 1.19, Validation Accuracy : 0.66 Epoch : 582, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.21, Validation Accuracy : 0.65 Epoch : 583, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.22, Validation Accuracy : 0.67 Epoch : 584, Train Loss : 1.54, Train Accuracy : 0.48, Validation Loss : 1.20, Validation Accuracy : 0.66 Epoch : 585, Train Loss : 1.55, Train Accuracy : 0.48, Validation Loss : 1.19, Validation Accuracy : 0.66 Epoch : 586, Train Loss : 1.54, Train Accuracy : 0.49, Validation Loss : 1.25, Validation Accuracy : 0.66 Epoch : 587, Train Loss : 1.55, Train Accuracy : 0.48, Validation Loss : 1.22, Validation Accuracy : 0.66 Epoch : 588, Train Loss : 1.55, Train Accuracy : 0.48, Validation Loss : 1.24, Validation Accuracy : 0.65 Epoch : 589, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.21, Validation Accuracy : 0.67 Epoch : 590, Train Loss : 1.54, Train Accuracy : 0.49, Validation Loss : 1.22, Validation Accuracy : 0.68 Epoch : 591, Train Loss : 1.55, Train Accuracy : 0.48, Validation Loss : 1.20, Validation Accuracy : 0.68 Epoch : 592, Train Loss : 1.54, Train Accuracy : 0.49, Validation Loss : 1.20, Validation Accuracy : 0.68 Epoch : 593, Train Loss : 1.53, Train Accuracy : 0.50, Validation Loss : 1.18, Validation Accuracy : 0.68 Epoch : 594, Train Loss : 1.53, Train Accuracy : 0.50, Validation Loss : 1.20, Validation Accuracy : 0.68 Epoch : 595, Train Loss : 1.53, Train Accuracy : 0.49, Validation Loss : 1.21, Validation Accuracy : 0.68 Epoch : 596, Train Loss : 1.52, Train Accuracy : 0.50, Validation Loss : 1.16, Validation Accuracy : 0.68 Epoch : 597, Train Loss : 1.54, Train Accuracy : 0.49, Validation Loss : 1.17, Validation Accuracy : 0.69 Epoch : 598, Train Loss : 1.53, Train Accuracy : 0.50, Validation Loss : 1.20, Validation Accuracy : 0.69 Epoch : 599, Train Loss : 1.50, Train Accuracy : 0.51, Validation Loss : 1.18, Validation Accuracy : 0.67 Epoch : 600, Train Loss : 1.53, Train Accuracy : 0.50, Validation Loss : 1.17, Validation Accuracy : 0.68 Epoch : 601, Train Loss : 1.53, Train Accuracy : 0.50, Validation Loss : 1.19, Validation Accuracy : 0.67 Epoch : 602, Train Loss : 1.52, Train Accuracy : 0.50, Validation Loss : 1.17, Validation Accuracy : 0.69 Epoch : 603, Train Loss : 1.51, Train Accuracy : 0.50, Validation Loss : 1.13, Validation Accuracy : 0.69 Epoch : 604, Train Loss : 1.52, Train Accuracy : 0.50, Validation Loss : 1.18, Validation Accuracy : 0.68 Epoch : 605, Train Loss : 1.51, Train Accuracy : 0.50, Validation Loss : 1.15, Validation Accuracy : 0.68 Epoch : 606, Train Loss : 1.53, Train Accuracy : 0.49, Validation Loss : 1.14, Validation Accuracy : 0.69 Epoch : 607, Train Loss : 1.52, Train Accuracy : 0.50, Validation Loss : 1.14, Validation Accuracy : 0.68 Epoch : 608, Train Loss : 1.51, Train Accuracy : 0.50, Validation Loss : 1.15, Validation Accuracy : 0.70 Epoch : 609, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.14, Validation Accuracy : 0.69 Epoch : 610, Train Loss : 1.52, Train Accuracy : 0.50, Validation Loss : 1.16, Validation Accuracy : 0.69 Epoch : 611, Train Loss : 1.50, Train Accuracy : 0.51, Validation Loss : 1.18, Validation Accuracy : 0.67 Epoch : 612, Train Loss : 1.51, Train Accuracy : 0.50, Validation Loss : 1.14, Validation Accuracy : 0.68 Epoch : 613, Train Loss : 1.51, Train Accuracy : 0.50, Validation Loss : 1.17, Validation Accuracy : 0.69 Epoch : 614, Train Loss : 1.52, Train Accuracy : 0.49, Validation Loss : 1.14, Validation Accuracy : 0.69 Epoch : 615, Train Loss : 1.50, Train Accuracy : 0.51, Validation Loss : 1.20, Validation Accuracy : 0.68 Epoch : 616, Train Loss : 1.52, Train Accuracy : 0.50, Validation Loss : 1.17, Validation Accuracy : 0.70 Epoch : 617, Train Loss : 1.51, Train Accuracy : 0.51, Validation Loss : 1.14, Validation Accuracy : 0.68 Epoch : 618, Train Loss : 1.51, Train Accuracy : 0.50, Validation Loss : 1.15, Validation Accuracy : 0.69 Epoch : 619, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.17, Validation Accuracy : 0.68 Epoch : 620, Train Loss : 1.50, Train Accuracy : 0.51, Validation Loss : 1.13, Validation Accuracy : 0.70 Epoch : 621, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.15, Validation Accuracy : 0.69 Epoch : 622, Train Loss : 1.51, Train Accuracy : 0.50, Validation Loss : 1.15, Validation Accuracy : 0.70 Epoch : 623, Train Loss : 1.49, Train Accuracy : 0.51, Validation Loss : 1.13, Validation Accuracy : 0.70 Epoch : 624, Train Loss : 1.49, Train Accuracy : 0.51, Validation Loss : 1.13, Validation Accuracy : 0.70 Epoch : 625, Train Loss : 1.49, Train Accuracy : 0.51, Validation Loss : 1.12, Validation Accuracy : 0.70 Epoch : 626, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.13, Validation Accuracy : 0.69 Epoch : 627, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.14, Validation Accuracy : 0.70 Epoch : 628, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.09, Validation Accuracy : 0.69 Epoch : 629, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.12, Validation Accuracy : 0.70 Epoch : 630, Train Loss : 1.51, Train Accuracy : 0.50, Validation Loss : 1.13, Validation Accuracy : 0.70 Epoch : 631, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.14, Validation Accuracy : 0.69 Epoch : 632, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.12, Validation Accuracy : 0.70 Epoch : 633, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.11, Validation Accuracy : 0.70 Epoch : 634, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.12, Validation Accuracy : 0.70 Epoch : 635, Train Loss : 1.49, Train Accuracy : 0.51, Validation Loss : 1.11, Validation Accuracy : 0.70 Epoch : 636, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.13, Validation Accuracy : 0.70 Epoch : 637, Train Loss : 1.49, Train Accuracy : 0.51, Validation Loss : 1.11, Validation Accuracy : 0.70 Epoch : 638, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.12, Validation Accuracy : 0.70 Epoch : 639, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.11, Validation Accuracy : 0.70 Epoch : 640, Train Loss : 1.49, Train Accuracy : 0.51, Validation Loss : 1.11, Validation Accuracy : 0.70 Epoch : 641, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.12, Validation Accuracy : 0.70 Epoch : 642, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.09, Validation Accuracy : 0.70 Epoch : 643, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.12, Validation Accuracy : 0.71 Epoch : 644, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.10, Validation Accuracy : 0.70 Epoch : 645, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.11, Validation Accuracy : 0.70 Epoch : 646, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.11, Validation Accuracy : 0.70 Epoch : 647, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.09, Validation Accuracy : 0.69 Epoch : 648, Train Loss : 1.47, Train Accuracy : 0.52, Validation Loss : 1.13, Validation Accuracy : 0.68 Epoch : 649, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.12, Validation Accuracy : 0.69 Epoch : 650, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.10, Validation Accuracy : 0.70 Epoch : 651, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.09, Validation Accuracy : 0.71 Epoch : 652, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.10, Validation Accuracy : 0.71 Epoch : 653, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.13, Validation Accuracy : 0.70 Epoch : 654, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.12, Validation Accuracy : 0.70 Epoch : 655, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.13, Validation Accuracy : 0.69 Epoch : 656, Train Loss : 1.47, Train Accuracy : 0.52, Validation Loss : 1.10, Validation Accuracy : 0.70 Epoch : 657, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.13, Validation Accuracy : 0.70 Epoch : 658, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.09, Validation Accuracy : 0.71 Epoch : 659, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.11, Validation Accuracy : 0.70 Epoch : 660, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.10, Validation Accuracy : 0.70 Epoch : 661, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.12, Validation Accuracy : 0.71 Epoch : 662, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.10, Validation Accuracy : 0.71 Epoch : 663, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.10, Validation Accuracy : 0.70 Epoch : 664, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.12, Validation Accuracy : 0.69 Epoch : 665, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.12, Validation Accuracy : 0.70 Epoch : 666, Train Loss : 1.46, Train Accuracy : 0.52, Validation Loss : 1.15, Validation Accuracy : 0.70 Epoch : 667, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 668, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.09, Validation Accuracy : 0.70 Epoch : 669, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.10, Validation Accuracy : 0.71 Epoch : 670, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.13, Validation Accuracy : 0.70 Epoch : 671, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.09, Validation Accuracy : 0.71 Epoch : 672, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.10, Validation Accuracy : 0.70 Epoch : 673, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.12, Validation Accuracy : 0.69 Epoch : 674, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.09, Validation Accuracy : 0.71 Epoch : 675, Train Loss : 1.48, Train Accuracy : 0.50, Validation Loss : 1.11, Validation Accuracy : 0.69 Epoch : 676, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.08, Validation Accuracy : 0.70 Epoch : 677, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.07, Validation Accuracy : 0.70 Epoch : 678, Train Loss : 1.46, Train Accuracy : 0.52, Validation Loss : 1.09, Validation Accuracy : 0.72 Epoch : 679, Train Loss : 1.46, Train Accuracy : 0.52, Validation Loss : 1.09, Validation Accuracy : 0.71 Epoch : 680, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.13, Validation Accuracy : 0.70 Epoch : 681, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.09, Validation Accuracy : 0.71 Epoch : 682, Train Loss : 1.47, Train Accuracy : 0.52, Validation Loss : 1.06, Validation Accuracy : 0.71 Epoch : 683, Train Loss : 1.46, Train Accuracy : 0.52, Validation Loss : 1.10, Validation Accuracy : 0.70 Epoch : 684, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.09, Validation Accuracy : 0.72 Epoch : 685, Train Loss : 1.48, Train Accuracy : 0.50, Validation Loss : 1.11, Validation Accuracy : 0.71 Epoch : 686, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.07, Validation Accuracy : 0.70 Epoch : 687, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.11, Validation Accuracy : 0.70 Epoch : 688, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.09, Validation Accuracy : 0.71 Epoch : 689, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 690, Train Loss : 1.46, Train Accuracy : 0.52, Validation Loss : 1.06, Validation Accuracy : 0.70 Epoch : 691, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.11, Validation Accuracy : 0.71 Epoch : 692, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 693, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.07, Validation Accuracy : 0.70 Epoch : 694, Train Loss : 1.45, Train Accuracy : 0.51, Validation Loss : 1.09, Validation Accuracy : 0.70 Epoch : 695, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 696, Train Loss : 1.45, Train Accuracy : 0.51, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 697, Train Loss : 1.46, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 698, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.10, Validation Accuracy : 0.72 Epoch : 699, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.12, Validation Accuracy : 0.69 Epoch : 700, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.07, Validation Accuracy : 0.72 Epoch : 701, Train Loss : 1.46, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 702, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 703, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.08, Validation Accuracy : 0.72 Epoch : 704, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.08, Validation Accuracy : 0.70 Epoch : 705, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 706, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.72 Epoch : 707, Train Loss : 1.45, Train Accuracy : 0.51, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 708, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.71 Epoch : 709, Train Loss : 1.43, Train Accuracy : 0.53, Validation Loss : 1.08, Validation Accuracy : 0.70 Epoch : 710, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.11, Validation Accuracy : 0.68 Epoch : 711, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.05, Validation Accuracy : 0.71 Epoch : 712, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.71 Epoch : 713, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.07, Validation Accuracy : 0.72 Epoch : 714, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 715, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 716, Train Loss : 1.45, Train Accuracy : 0.51, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 717, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 718, Train Loss : 1.45, Train Accuracy : 0.51, Validation Loss : 1.09, Validation Accuracy : 0.72 Epoch : 719, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.71 Epoch : 720, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 721, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 722, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.72 Epoch : 723, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.07, Validation Accuracy : 0.72 Epoch : 724, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.72 Epoch : 725, Train Loss : 1.45, Train Accuracy : 0.51, Validation Loss : 1.11, Validation Accuracy : 0.72 Epoch : 726, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.70 Epoch : 727, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 728, Train Loss : 1.43, Train Accuracy : 0.53, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 729, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 730, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 731, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.09, Validation Accuracy : 0.72 Epoch : 732, Train Loss : 1.43, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 733, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 734, Train Loss : 1.44, Train Accuracy : 0.53, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 735, Train Loss : 1.45, Train Accuracy : 0.51, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 736, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 737, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 738, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 739, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.72 Epoch : 740, Train Loss : 1.43, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.71 Epoch : 741, Train Loss : 1.45, Train Accuracy : 0.51, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 742, Train Loss : 1.43, Train Accuracy : 0.53, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 743, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 744, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 745, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 746, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.04, Validation Accuracy : 0.71 Epoch : 747, Train Loss : 1.40, Train Accuracy : 0.54, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 748, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 749, Train Loss : 1.43, Train Accuracy : 0.53, Validation Loss : 1.07, Validation Accuracy : 0.70 Epoch : 750, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 751, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 752, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 753, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.72 Epoch : 754, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 755, Train Loss : 1.43, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 756, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 757, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 758, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 759, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 760, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 761, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 762, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 763, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 764, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 765, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.72 Epoch : 766, Train Loss : 1.43, Train Accuracy : 0.53, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 767, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 768, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.02, Validation Accuracy : 0.72 Epoch : 769, Train Loss : 1.43, Train Accuracy : 0.53, Validation Loss : 1.04, Validation Accuracy : 0.73 Epoch : 770, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.10, Validation Accuracy : 0.69 Epoch : 771, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 772, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 773, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.08, Validation Accuracy : 0.70 Epoch : 774, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.73 Epoch : 775, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 776, Train Loss : 1.43, Train Accuracy : 0.53, Validation Loss : 1.07, Validation Accuracy : 0.72 Epoch : 777, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 778, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 779, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.04, Validation Accuracy : 0.73 Epoch : 780, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 781, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 782, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.71 Epoch : 783, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.04, Validation Accuracy : 0.73 Epoch : 784, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.72 Epoch : 785, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 786, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 787, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.04, Validation Accuracy : 0.73 Epoch : 788, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 789, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.02, Validation Accuracy : 0.72 Epoch : 790, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.04, Validation Accuracy : 0.73 Epoch : 791, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 792, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 793, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 794, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.09, Validation Accuracy : 0.72 Epoch : 795, Train Loss : 1.40, Train Accuracy : 0.54, Validation Loss : 1.06, Validation Accuracy : 0.73 Epoch : 796, Train Loss : 1.43, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 797, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.02, Validation Accuracy : 0.71 Epoch : 798, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 799, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 800, Train Loss : 1.44, Train Accuracy : 0.51, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 801, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.10, Validation Accuracy : 0.69 Epoch : 802, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 803, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 804, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.02, Validation Accuracy : 0.72 Epoch : 805, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.02, Validation Accuracy : 0.72 Epoch : 806, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 807, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 808, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 809, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 810, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.71 Epoch : 811, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.02, Validation Accuracy : 0.72 Epoch : 812, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 813, Train Loss : 1.40, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 814, Train Loss : 1.41, Train Accuracy : 0.52, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 815, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 816, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 817, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 818, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 819, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 820, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 821, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 822, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 823, Train Loss : 1.40, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 824, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 825, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 826, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 827, Train Loss : 1.41, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 828, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 0.98, Validation Accuracy : 0.73 Epoch : 829, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 830, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 831, Train Loss : 1.41, Train Accuracy : 0.52, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 832, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 833, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.74 Epoch : 834, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 835, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 836, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.72 Epoch : 837, Train Loss : 1.40, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 838, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 839, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 840, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.74 Epoch : 841, Train Loss : 1.40, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 842, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 843, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.74 Epoch : 844, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 845, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 846, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 847, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 848, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 849, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 850, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 851, Train Loss : 1.37, Train Accuracy : 0.55, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 852, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 853, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.05, Validation Accuracy : 0.73 Epoch : 854, Train Loss : 1.40, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 855, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 856, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 857, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.72 Epoch : 858, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 859, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 860, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 861, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 862, Train Loss : 1.41, Train Accuracy : 0.52, Validation Loss : 0.98, Validation Accuracy : 0.73 Epoch : 863, Train Loss : 1.38, Train Accuracy : 0.53, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 864, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.74 Epoch : 865, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 866, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 867, Train Loss : 1.40, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.72 Epoch : 868, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.04, Validation Accuracy : 0.73 Epoch : 869, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 0.99, Validation Accuracy : 0.72 Epoch : 870, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 871, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.74 Epoch : 872, Train Loss : 1.41, Train Accuracy : 0.52, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 873, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.74 Epoch : 874, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 875, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 876, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 877, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 878, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 879, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 0.98, Validation Accuracy : 0.73 Epoch : 880, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 881, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.04, Validation Accuracy : 0.73 Epoch : 882, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.74 Epoch : 883, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 884, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.02, Validation Accuracy : 0.72 Epoch : 885, Train Loss : 1.41, Train Accuracy : 0.52, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 886, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.72 Epoch : 887, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.74 Epoch : 888, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 0.98, Validation Accuracy : 0.73 Epoch : 889, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.74 Epoch : 890, Train Loss : 1.38, Train Accuracy : 0.53, Validation Loss : 0.99, Validation Accuracy : 0.74 Epoch : 891, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 892, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 893, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 894, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.74 Epoch : 895, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.74 Epoch : 896, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 897, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 0.96, Validation Accuracy : 0.73 Epoch : 898, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 899, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.97, Validation Accuracy : 0.73 Epoch : 900, Train Loss : 1.37, Train Accuracy : 0.55, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 901, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.72 Epoch : 902, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.74 Epoch : 903, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 904, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 905, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.74 Epoch : 906, Train Loss : 1.37, Train Accuracy : 0.55, Validation Loss : 0.98, Validation Accuracy : 0.74 Epoch : 907, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 908, Train Loss : 1.38, Train Accuracy : 0.53, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 909, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 0.98, Validation Accuracy : 0.73 Epoch : 910, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.72 Epoch : 911, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 0.99, Validation Accuracy : 0.74 Epoch : 912, Train Loss : 1.38, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 913, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 914, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.96, Validation Accuracy : 0.74 Epoch : 915, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 0.98, Validation Accuracy : 0.74 Epoch : 916, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 917, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 918, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 919, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 0.96, Validation Accuracy : 0.74 Epoch : 920, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 0.98, Validation Accuracy : 0.74 Epoch : 921, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.74 Epoch : 922, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.74 Epoch : 923, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 924, Train Loss : 1.35, Train Accuracy : 0.55, Validation Loss : 1.00, Validation Accuracy : 0.74 Epoch : 925, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 926, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 0.98, Validation Accuracy : 0.74 Epoch : 927, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 928, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 0.96, Validation Accuracy : 0.74 Epoch : 929, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.74 Epoch : 930, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 931, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.95, Validation Accuracy : 0.74 Epoch : 932, Train Loss : 1.38, Train Accuracy : 0.53, Validation Loss : 0.99, Validation Accuracy : 0.71 Epoch : 933, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.98, Validation Accuracy : 0.74 Epoch : 934, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 0.98, Validation Accuracy : 0.74 Epoch : 935, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 936, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 937, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 938, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.72 Epoch : 939, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.96, Validation Accuracy : 0.74 Epoch : 940, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 0.98, Validation Accuracy : 0.73 Epoch : 941, Train Loss : 1.35, Train Accuracy : 0.55, Validation Loss : 0.98, Validation Accuracy : 0.74 Epoch : 942, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.74 Epoch : 943, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 1.01, Validation Accuracy : 0.74 Epoch : 944, Train Loss : 1.38, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.74 Epoch : 945, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.74 Epoch : 946, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 0.97, Validation Accuracy : 0.73 Epoch : 947, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 948, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.02, Validation Accuracy : 0.72 Epoch : 949, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 950, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 0.97, Validation Accuracy : 0.73 Epoch : 951, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 0.98, Validation Accuracy : 0.74 Epoch : 952, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 0.99, Validation Accuracy : 0.74 Epoch : 953, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 0.96, Validation Accuracy : 0.74 Epoch : 954, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.74 Epoch : 955, Train Loss : 1.35, Train Accuracy : 0.55, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 956, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 957, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.96, Validation Accuracy : 0.75 Epoch : 958, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 0.95, Validation Accuracy : 0.75 Epoch : 959, Train Loss : 1.35, Train Accuracy : 0.55, Validation Loss : 0.96, Validation Accuracy : 0.73 Epoch : 960, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 961, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 0.95, Validation Accuracy : 0.75 Epoch : 962, Train Loss : 1.37, Train Accuracy : 0.55, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 963, Train Loss : 1.35, Train Accuracy : 0.55, Validation Loss : 0.96, Validation Accuracy : 0.75 Epoch : 964, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.98, Validation Accuracy : 0.75 Epoch : 965, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.95, Validation Accuracy : 0.74 Epoch : 966, Train Loss : 1.37, Train Accuracy : 0.53, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 967, Train Loss : 1.35, Train Accuracy : 0.55, Validation Loss : 0.95, Validation Accuracy : 0.75 Epoch : 968, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 969, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 0.98, Validation Accuracy : 0.75 Epoch : 970, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 0.95, Validation Accuracy : 0.75 Epoch : 971, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 0.96, Validation Accuracy : 0.74 Epoch : 972, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 0.98, Validation Accuracy : 0.74 Epoch : 973, Train Loss : 1.35, Train Accuracy : 0.55, Validation Loss : 0.95, Validation Accuracy : 0.74 Epoch : 974, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.95, Validation Accuracy : 0.74 Epoch : 975, Train Loss : 1.37, Train Accuracy : 0.53, Validation Loss : 0.97, Validation Accuracy : 0.73 Epoch : 976, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.74 Epoch : 977, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.96, Validation Accuracy : 0.75 Epoch : 978, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.97, Validation Accuracy : 0.73 Epoch : 979, Train Loss : 1.35, Train Accuracy : 0.55, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 980, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.74 Epoch : 981, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 0.94, Validation Accuracy : 0.75 Epoch : 982, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 0.95, Validation Accuracy : 0.75 Epoch : 983, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 0.99, Validation Accuracy : 0.74 Epoch : 984, Train Loss : 1.35, Train Accuracy : 0.55, Validation Loss : 0.96, Validation Accuracy : 0.74 Epoch : 985, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 986, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 0.96, Validation Accuracy : 0.74 Epoch : 987, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 0.98, Validation Accuracy : 0.75 Epoch : 988, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 0.97, Validation Accuracy : 0.73 Epoch : 989, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 990, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 991, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 0.97, Validation Accuracy : 0.75 Epoch : 992, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 0.97, Validation Accuracy : 0.75 Epoch : 993, Train Loss : 1.35, Train Accuracy : 0.55, Validation Loss : 0.95, Validation Accuracy : 0.75 Epoch : 994, Train Loss : 1.33, Train Accuracy : 0.56, Validation Loss : 0.98, Validation Accuracy : 0.74 Epoch : 995, Train Loss : 1.34, Train Accuracy : 0.56, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 996, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.96, Validation Accuracy : 0.75 Epoch : 997, Train Loss : 1.35, Train Accuracy : 0.55, Validation Loss : 0.97, Validation Accuracy : 0.74 Epoch : 998, Train Loss : 1.35, Train Accuracy : 0.55, Validation Loss : 0.96, Validation Accuracy : 0.75 Epoch : 999, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 0.97, Validation Accuracy : 0.74
fig, (ax1, ax2) = plt.subplots(1,2, figsize=(15,6))
fig.suptitle(f"model_nn_4_layers_simple : 1000 Epochs, 0.001 SGD", fontsize=16)
ax1.plot(history2['train_acc'], label='train accuracy')
ax1.plot(history2['valid_acc'], label='valid accuracy')
ax1.legend()
ax2.plot(history2['train_loss'], label='train loss')
ax2.plot(history2['valid_loss'], label='valid loss')
ax2.legend()
fig.show()
model_4_layers = NNModel_4Layers(input_size, output_size)
history3 = fit(model_4_layers, train_dl, test_dl, 500, 0.01, optim=torch.optim.SGD)
Epoch : 0, Train Loss : 2.33, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 1, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 2, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 3, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 4, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 5, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 6, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 7, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 8, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 9, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 10, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 11, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 12, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 13, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 14, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 15, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 16, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 17, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 18, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 19, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 20, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 21, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 22, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 23, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 24, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 25, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 26, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.13 Epoch : 27, Train Loss : 2.30, Train Accuracy : 0.13, Validation Loss : 2.27, Validation Accuracy : 0.15 Epoch : 28, Train Loss : 2.29, Train Accuracy : 0.14, Validation Loss : 2.23, Validation Accuracy : 0.16 Epoch : 29, Train Loss : 2.27, Train Accuracy : 0.14, Validation Loss : 2.23, Validation Accuracy : 0.16 Epoch : 30, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 31, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.26, Validation Accuracy : 0.16 Epoch : 32, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 33, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.22, Validation Accuracy : 0.16 Epoch : 34, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.17 Epoch : 35, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.16 Epoch : 36, Train Loss : 2.24, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 37, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 38, Train Loss : 2.23, Train Accuracy : 0.16, Validation Loss : 2.20, Validation Accuracy : 0.16 Epoch : 39, Train Loss : 2.23, Train Accuracy : 0.17, Validation Loss : 2.20, Validation Accuracy : 0.19 Epoch : 40, Train Loss : 2.22, Train Accuracy : 0.18, Validation Loss : 2.17, Validation Accuracy : 0.21 Epoch : 41, Train Loss : 2.21, Train Accuracy : 0.18, Validation Loss : 2.15, Validation Accuracy : 0.25 Epoch : 42, Train Loss : 2.19, Train Accuracy : 0.19, Validation Loss : 2.13, Validation Accuracy : 0.24 Epoch : 43, Train Loss : 2.17, Train Accuracy : 0.20, Validation Loss : 2.11, Validation Accuracy : 0.27 Epoch : 44, Train Loss : 2.14, Train Accuracy : 0.22, Validation Loss : 2.07, Validation Accuracy : 0.28 Epoch : 45, Train Loss : 2.13, Train Accuracy : 0.22, Validation Loss : 2.08, Validation Accuracy : 0.25 Epoch : 46, Train Loss : 2.12, Train Accuracy : 0.22, Validation Loss : 2.07, Validation Accuracy : 0.26 Epoch : 47, Train Loss : 2.10, Train Accuracy : 0.23, Validation Loss : 2.08, Validation Accuracy : 0.29 Epoch : 48, Train Loss : 2.11, Train Accuracy : 0.22, Validation Loss : 2.08, Validation Accuracy : 0.28 Epoch : 49, Train Loss : 2.10, Train Accuracy : 0.23, Validation Loss : 2.00, Validation Accuracy : 0.28 Epoch : 50, Train Loss : 2.09, Train Accuracy : 0.23, Validation Loss : 2.17, Validation Accuracy : 0.23 Epoch : 51, Train Loss : 2.07, Train Accuracy : 0.24, Validation Loss : 1.98, Validation Accuracy : 0.31 Epoch : 52, Train Loss : 2.05, Train Accuracy : 0.25, Validation Loss : 1.95, Validation Accuracy : 0.31 Epoch : 53, Train Loss : 2.06, Train Accuracy : 0.24, Validation Loss : 2.00, Validation Accuracy : 0.28 Epoch : 54, Train Loss : 2.05, Train Accuracy : 0.24, Validation Loss : 1.92, Validation Accuracy : 0.30 Epoch : 55, Train Loss : 2.05, Train Accuracy : 0.25, Validation Loss : 1.98, Validation Accuracy : 0.32 Epoch : 56, Train Loss : 2.05, Train Accuracy : 0.25, Validation Loss : 1.90, Validation Accuracy : 0.33 Epoch : 57, Train Loss : 2.03, Train Accuracy : 0.25, Validation Loss : 1.91, Validation Accuracy : 0.33 Epoch : 58, Train Loss : 2.02, Train Accuracy : 0.27, Validation Loss : 1.90, Validation Accuracy : 0.36 Epoch : 59, Train Loss : 2.02, Train Accuracy : 0.28, Validation Loss : 1.88, Validation Accuracy : 0.40 Epoch : 60, Train Loss : 1.98, Train Accuracy : 0.30, Validation Loss : 1.85, Validation Accuracy : 0.39 Epoch : 61, Train Loss : 1.95, Train Accuracy : 0.32, Validation Loss : 1.81, Validation Accuracy : 0.43 Epoch : 62, Train Loss : 1.93, Train Accuracy : 0.32, Validation Loss : 1.75, Validation Accuracy : 0.45 Epoch : 63, Train Loss : 1.93, Train Accuracy : 0.32, Validation Loss : 1.93, Validation Accuracy : 0.36 Epoch : 64, Train Loss : 1.91, Train Accuracy : 0.32, Validation Loss : 1.78, Validation Accuracy : 0.41 Epoch : 65, Train Loss : 1.90, Train Accuracy : 0.33, Validation Loss : 1.69, Validation Accuracy : 0.45 Epoch : 66, Train Loss : 1.91, Train Accuracy : 0.32, Validation Loss : 1.71, Validation Accuracy : 0.48 Epoch : 67, Train Loss : 1.91, Train Accuracy : 0.33, Validation Loss : 1.71, Validation Accuracy : 0.46 Epoch : 68, Train Loss : 1.87, Train Accuracy : 0.35, Validation Loss : 1.72, Validation Accuracy : 0.45 Epoch : 69, Train Loss : 1.87, Train Accuracy : 0.35, Validation Loss : 1.75, Validation Accuracy : 0.44 Epoch : 70, Train Loss : 1.86, Train Accuracy : 0.36, Validation Loss : 1.74, Validation Accuracy : 0.41 Epoch : 71, Train Loss : 1.85, Train Accuracy : 0.36, Validation Loss : 1.67, Validation Accuracy : 0.50 Epoch : 72, Train Loss : 1.86, Train Accuracy : 0.36, Validation Loss : 1.63, Validation Accuracy : 0.52 Epoch : 73, Train Loss : 1.84, Train Accuracy : 0.37, Validation Loss : 1.65, Validation Accuracy : 0.52 Epoch : 74, Train Loss : 1.82, Train Accuracy : 0.38, Validation Loss : 1.64, Validation Accuracy : 0.47 Epoch : 75, Train Loss : 1.82, Train Accuracy : 0.37, Validation Loss : 1.65, Validation Accuracy : 0.47 Epoch : 76, Train Loss : 1.82, Train Accuracy : 0.37, Validation Loss : 1.71, Validation Accuracy : 0.44 Epoch : 77, Train Loss : 1.81, Train Accuracy : 0.38, Validation Loss : 1.68, Validation Accuracy : 0.46 Epoch : 78, Train Loss : 1.79, Train Accuracy : 0.38, Validation Loss : 1.62, Validation Accuracy : 0.49 Epoch : 79, Train Loss : 1.80, Train Accuracy : 0.38, Validation Loss : 1.50, Validation Accuracy : 0.54 Epoch : 80, Train Loss : 1.80, Train Accuracy : 0.38, Validation Loss : 1.67, Validation Accuracy : 0.48 Epoch : 81, Train Loss : 1.79, Train Accuracy : 0.39, Validation Loss : 1.49, Validation Accuracy : 0.58 Epoch : 82, Train Loss : 1.72, Train Accuracy : 0.42, Validation Loss : 1.58, Validation Accuracy : 0.52 Epoch : 83, Train Loss : 1.72, Train Accuracy : 0.42, Validation Loss : 1.48, Validation Accuracy : 0.58 Epoch : 84, Train Loss : 1.72, Train Accuracy : 0.43, Validation Loss : 1.60, Validation Accuracy : 0.49 Epoch : 85, Train Loss : 1.73, Train Accuracy : 0.42, Validation Loss : 1.43, Validation Accuracy : 0.58 Epoch : 86, Train Loss : 1.70, Train Accuracy : 0.43, Validation Loss : 1.50, Validation Accuracy : 0.53 Epoch : 87, Train Loss : 1.70, Train Accuracy : 0.43, Validation Loss : 1.42, Validation Accuracy : 0.59 Epoch : 88, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.38, Validation Accuracy : 0.60 Epoch : 89, Train Loss : 1.69, Train Accuracy : 0.43, Validation Loss : 1.41, Validation Accuracy : 0.58 Epoch : 90, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.62, Validation Accuracy : 0.50 Epoch : 91, Train Loss : 1.69, Train Accuracy : 0.44, Validation Loss : 1.56, Validation Accuracy : 0.56 Epoch : 92, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.54, Validation Accuracy : 0.53 Epoch : 93, Train Loss : 1.70, Train Accuracy : 0.43, Validation Loss : 1.47, Validation Accuracy : 0.56 Epoch : 94, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.46, Validation Accuracy : 0.56 Epoch : 95, Train Loss : 1.67, Train Accuracy : 0.44, Validation Loss : 1.39, Validation Accuracy : 0.59 Epoch : 96, Train Loss : 1.66, Train Accuracy : 0.44, Validation Loss : 1.39, Validation Accuracy : 0.61 Epoch : 97, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.63, Validation Accuracy : 0.49 Epoch : 98, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.44, Validation Accuracy : 0.56 Epoch : 99, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.89, Validation Accuracy : 0.41 Epoch : 100, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.44, Validation Accuracy : 0.60 Epoch : 101, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.55, Validation Accuracy : 0.50 Epoch : 102, Train Loss : 1.64, Train Accuracy : 0.46, Validation Loss : 1.38, Validation Accuracy : 0.58 Epoch : 103, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.40, Validation Accuracy : 0.58 Epoch : 104, Train Loss : 1.63, Train Accuracy : 0.45, Validation Loss : 1.37, Validation Accuracy : 0.63 Epoch : 105, Train Loss : 1.63, Train Accuracy : 0.45, Validation Loss : 1.34, Validation Accuracy : 0.62 Epoch : 106, Train Loss : 1.60, Train Accuracy : 0.46, Validation Loss : 1.44, Validation Accuracy : 0.56 Epoch : 107, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.39, Validation Accuracy : 0.59 Epoch : 108, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.34, Validation Accuracy : 0.63 Epoch : 109, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.36, Validation Accuracy : 0.59 Epoch : 110, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.39, Validation Accuracy : 0.55 Epoch : 111, Train Loss : 1.60, Train Accuracy : 0.46, Validation Loss : 1.31, Validation Accuracy : 0.63 Epoch : 112, Train Loss : 1.58, Train Accuracy : 0.47, Validation Loss : 1.28, Validation Accuracy : 0.63 Epoch : 113, Train Loss : 1.60, Train Accuracy : 0.46, Validation Loss : 1.52, Validation Accuracy : 0.52 Epoch : 114, Train Loss : 1.58, Train Accuracy : 0.47, Validation Loss : 1.36, Validation Accuracy : 0.58 Epoch : 115, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.29, Validation Accuracy : 0.64 Epoch : 116, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.48, Validation Accuracy : 0.54 Epoch : 117, Train Loss : 1.58, Train Accuracy : 0.47, Validation Loss : 1.30, Validation Accuracy : 0.61 Epoch : 118, Train Loss : 1.55, Train Accuracy : 0.47, Validation Loss : 1.23, Validation Accuracy : 0.64 Epoch : 119, Train Loss : 1.55, Train Accuracy : 0.48, Validation Loss : 1.29, Validation Accuracy : 0.62 Epoch : 120, Train Loss : 1.57, Train Accuracy : 0.46, Validation Loss : 1.26, Validation Accuracy : 0.64 Epoch : 121, Train Loss : 1.54, Train Accuracy : 0.48, Validation Loss : 1.27, Validation Accuracy : 0.64 Epoch : 122, Train Loss : 1.56, Train Accuracy : 0.47, Validation Loss : 1.30, Validation Accuracy : 0.63 Epoch : 123, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.41, Validation Accuracy : 0.57 Epoch : 124, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.28, Validation Accuracy : 0.61 Epoch : 125, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.33, Validation Accuracy : 0.58 Epoch : 126, Train Loss : 1.56, Train Accuracy : 0.47, Validation Loss : 1.42, Validation Accuracy : 0.55 Epoch : 127, Train Loss : 1.56, Train Accuracy : 0.47, Validation Loss : 1.20, Validation Accuracy : 0.65 Epoch : 128, Train Loss : 1.55, Train Accuracy : 0.48, Validation Loss : 1.35, Validation Accuracy : 0.58 Epoch : 129, Train Loss : 1.55, Train Accuracy : 0.47, Validation Loss : 1.49, Validation Accuracy : 0.50 Epoch : 130, Train Loss : 1.56, Train Accuracy : 0.46, Validation Loss : 1.35, Validation Accuracy : 0.59 Epoch : 131, Train Loss : 1.53, Train Accuracy : 0.48, Validation Loss : 1.25, Validation Accuracy : 0.64 Epoch : 132, Train Loss : 1.53, Train Accuracy : 0.48, Validation Loss : 1.27, Validation Accuracy : 0.65 Epoch : 133, Train Loss : 1.52, Train Accuracy : 0.49, Validation Loss : 1.31, Validation Accuracy : 0.63 Epoch : 134, Train Loss : 1.53, Train Accuracy : 0.49, Validation Loss : 1.27, Validation Accuracy : 0.62 Epoch : 135, Train Loss : 1.53, Train Accuracy : 0.48, Validation Loss : 1.39, Validation Accuracy : 0.56 Epoch : 136, Train Loss : 1.52, Train Accuracy : 0.49, Validation Loss : 1.23, Validation Accuracy : 0.63 Epoch : 137, Train Loss : 1.51, Train Accuracy : 0.49, Validation Loss : 1.30, Validation Accuracy : 0.59 Epoch : 138, Train Loss : 1.51, Train Accuracy : 0.49, Validation Loss : 1.19, Validation Accuracy : 0.64 Epoch : 139, Train Loss : 1.54, Train Accuracy : 0.48, Validation Loss : 1.19, Validation Accuracy : 0.67 Epoch : 140, Train Loss : 1.50, Train Accuracy : 0.49, Validation Loss : 1.47, Validation Accuracy : 0.54 Epoch : 141, Train Loss : 1.51, Train Accuracy : 0.50, Validation Loss : 1.17, Validation Accuracy : 0.67 Epoch : 142, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.23, Validation Accuracy : 0.69 Epoch : 143, Train Loss : 1.46, Train Accuracy : 0.52, Validation Loss : 1.25, Validation Accuracy : 0.65 Epoch : 144, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.37, Validation Accuracy : 0.61 Epoch : 145, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.12, Validation Accuracy : 0.70 Epoch : 146, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.12, Validation Accuracy : 0.70 Epoch : 147, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.28, Validation Accuracy : 0.64 Epoch : 148, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.35, Validation Accuracy : 0.58 Epoch : 149, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.42, Validation Accuracy : 0.57 Epoch : 150, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.14, Validation Accuracy : 0.68 Epoch : 151, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.19, Validation Accuracy : 0.64 Epoch : 152, Train Loss : 1.45, Train Accuracy : 0.51, Validation Loss : 1.24, Validation Accuracy : 0.64 Epoch : 153, Train Loss : 1.45, Train Accuracy : 0.51, Validation Loss : 1.12, Validation Accuracy : 0.66 Epoch : 154, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.19, Validation Accuracy : 0.64 Epoch : 155, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.70 Epoch : 156, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.12, Validation Accuracy : 0.68 Epoch : 157, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.27, Validation Accuracy : 0.60 Epoch : 158, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.10, Validation Accuracy : 0.69 Epoch : 159, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.21, Validation Accuracy : 0.66 Epoch : 160, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.10, Validation Accuracy : 0.69 Epoch : 161, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.11, Validation Accuracy : 0.70 Epoch : 162, Train Loss : 1.41, Train Accuracy : 0.52, Validation Loss : 1.38, Validation Accuracy : 0.56 Epoch : 163, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.05, Validation Accuracy : 0.71 Epoch : 164, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 165, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.21, Validation Accuracy : 0.63 Epoch : 166, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.15, Validation Accuracy : 0.66 Epoch : 167, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.22, Validation Accuracy : 0.64 Epoch : 168, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.02, Validation Accuracy : 0.74 Epoch : 169, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.09, Validation Accuracy : 0.70 Epoch : 170, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.30, Validation Accuracy : 0.62 Epoch : 171, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 172, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.71 Epoch : 173, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.07, Validation Accuracy : 0.72 Epoch : 174, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 175, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.73 Epoch : 176, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.19, Validation Accuracy : 0.67 Epoch : 177, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.33, Validation Accuracy : 0.60 Epoch : 178, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.75 Epoch : 179, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.32, Validation Accuracy : 0.60 Epoch : 180, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.08, Validation Accuracy : 0.72 Epoch : 181, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.50, Validation Accuracy : 0.54 Epoch : 182, Train Loss : 1.35, Train Accuracy : 0.55, Validation Loss : 1.06, Validation Accuracy : 0.69 Epoch : 183, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.74 Epoch : 184, Train Loss : 1.37, Train Accuracy : 0.55, Validation Loss : 1.19, Validation Accuracy : 0.63 Epoch : 185, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.18, Validation Accuracy : 0.64 Epoch : 186, Train Loss : 1.37, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 187, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 1.04, Validation Accuracy : 0.71 Epoch : 188, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.13, Validation Accuracy : 0.68 Epoch : 189, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 190, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 191, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.04, Validation Accuracy : 0.73 Epoch : 192, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.11, Validation Accuracy : 0.68 Epoch : 193, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 194, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 0.96, Validation Accuracy : 0.76 Epoch : 195, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 1.01, Validation Accuracy : 0.71 Epoch : 196, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.23, Validation Accuracy : 0.61 Epoch : 197, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 198, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 0.96, Validation Accuracy : 0.73 Epoch : 199, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 1.09, Validation Accuracy : 0.70 Epoch : 200, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.74 Epoch : 201, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 1.10, Validation Accuracy : 0.70 Epoch : 202, Train Loss : 1.32, Train Accuracy : 0.56, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 203, Train Loss : 1.35, Train Accuracy : 0.54, Validation Loss : 0.94, Validation Accuracy : 0.76 Epoch : 204, Train Loss : 1.33, Train Accuracy : 0.55, Validation Loss : 1.00, Validation Accuracy : 0.74 Epoch : 205, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 206, Train Loss : 1.35, Train Accuracy : 0.55, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 207, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 1.09, Validation Accuracy : 0.69 Epoch : 208, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 0.93, Validation Accuracy : 0.75 Epoch : 209, Train Loss : 1.33, Train Accuracy : 0.55, Validation Loss : 1.12, Validation Accuracy : 0.66 Epoch : 210, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.74 Epoch : 211, Train Loss : 1.33, Train Accuracy : 0.56, Validation Loss : 0.93, Validation Accuracy : 0.76 Epoch : 212, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 0.92, Validation Accuracy : 0.76 Epoch : 213, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 0.99, Validation Accuracy : 0.74 Epoch : 214, Train Loss : 1.30, Train Accuracy : 0.57, Validation Loss : 0.92, Validation Accuracy : 0.75 Epoch : 215, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 0.93, Validation Accuracy : 0.76 Epoch : 216, Train Loss : 1.32, Train Accuracy : 0.56, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 217, Train Loss : 1.32, Train Accuracy : 0.56, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 218, Train Loss : 1.33, Train Accuracy : 0.55, Validation Loss : 0.96, Validation Accuracy : 0.74 Epoch : 219, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 1.05, Validation Accuracy : 0.71 Epoch : 220, Train Loss : 1.31, Train Accuracy : 0.56, Validation Loss : 0.94, Validation Accuracy : 0.75 Epoch : 221, Train Loss : 1.32, Train Accuracy : 0.56, Validation Loss : 1.10, Validation Accuracy : 0.71 Epoch : 222, Train Loss : 1.33, Train Accuracy : 0.55, Validation Loss : 1.08, Validation Accuracy : 0.70 Epoch : 223, Train Loss : 1.33, Train Accuracy : 0.55, Validation Loss : 0.92, Validation Accuracy : 0.77 Epoch : 224, Train Loss : 1.33, Train Accuracy : 0.55, Validation Loss : 1.03, Validation Accuracy : 0.69 Epoch : 225, Train Loss : 1.32, Train Accuracy : 0.55, Validation Loss : 1.02, Validation Accuracy : 0.72 Epoch : 226, Train Loss : 1.31, Train Accuracy : 0.57, Validation Loss : 0.95, Validation Accuracy : 0.74 Epoch : 227, Train Loss : 1.30, Train Accuracy : 0.56, Validation Loss : 1.23, Validation Accuracy : 0.61 Epoch : 228, Train Loss : 1.33, Train Accuracy : 0.56, Validation Loss : 0.96, Validation Accuracy : 0.76 Epoch : 229, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 1.16, Validation Accuracy : 0.65 Epoch : 230, Train Loss : 1.31, Train Accuracy : 0.56, Validation Loss : 0.90, Validation Accuracy : 0.76 Epoch : 231, Train Loss : 1.30, Train Accuracy : 0.57, Validation Loss : 0.94, Validation Accuracy : 0.76 Epoch : 232, Train Loss : 1.31, Train Accuracy : 0.57, Validation Loss : 0.94, Validation Accuracy : 0.74 Epoch : 233, Train Loss : 1.33, Train Accuracy : 0.55, Validation Loss : 1.04, Validation Accuracy : 0.69 Epoch : 234, Train Loss : 1.29, Train Accuracy : 0.57, Validation Loss : 0.94, Validation Accuracy : 0.75 Epoch : 235, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 0.95, Validation Accuracy : 0.73 Epoch : 236, Train Loss : 1.32, Train Accuracy : 0.56, Validation Loss : 0.94, Validation Accuracy : 0.74 Epoch : 237, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 1.01, Validation Accuracy : 0.71 Epoch : 238, Train Loss : 1.31, Train Accuracy : 0.56, Validation Loss : 1.09, Validation Accuracy : 0.68 Epoch : 239, Train Loss : 1.30, Train Accuracy : 0.56, Validation Loss : 0.94, Validation Accuracy : 0.75 Epoch : 240, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 1.22, Validation Accuracy : 0.63 Epoch : 241, Train Loss : 1.29, Train Accuracy : 0.57, Validation Loss : 0.93, Validation Accuracy : 0.74 Epoch : 242, Train Loss : 1.30, Train Accuracy : 0.56, Validation Loss : 1.00, Validation Accuracy : 0.71 Epoch : 243, Train Loss : 1.30, Train Accuracy : 0.56, Validation Loss : 1.15, Validation Accuracy : 0.65 Epoch : 244, Train Loss : 1.30, Train Accuracy : 0.56, Validation Loss : 0.97, Validation Accuracy : 0.72 Epoch : 245, Train Loss : 1.29, Train Accuracy : 0.57, Validation Loss : 0.95, Validation Accuracy : 0.77 Epoch : 246, Train Loss : 1.30, Train Accuracy : 0.56, Validation Loss : 0.86, Validation Accuracy : 0.78 Epoch : 247, Train Loss : 1.30, Train Accuracy : 0.56, Validation Loss : 0.88, Validation Accuracy : 0.80 Epoch : 248, Train Loss : 1.31, Train Accuracy : 0.56, Validation Loss : 0.93, Validation Accuracy : 0.75 Epoch : 249, Train Loss : 1.29, Train Accuracy : 0.57, Validation Loss : 1.26, Validation Accuracy : 0.63 Epoch : 250, Train Loss : 1.31, Train Accuracy : 0.56, Validation Loss : 0.89, Validation Accuracy : 0.75 Epoch : 251, Train Loss : 1.30, Train Accuracy : 0.57, Validation Loss : 1.09, Validation Accuracy : 0.68 Epoch : 252, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 0.87, Validation Accuracy : 0.77 Epoch : 253, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 0.86, Validation Accuracy : 0.78 Epoch : 254, Train Loss : 1.29, Train Accuracy : 0.57, Validation Loss : 0.92, Validation Accuracy : 0.76 Epoch : 255, Train Loss : 1.30, Train Accuracy : 0.57, Validation Loss : 0.85, Validation Accuracy : 0.79 Epoch : 256, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 0.85, Validation Accuracy : 0.78 Epoch : 257, Train Loss : 1.30, Train Accuracy : 0.56, Validation Loss : 0.90, Validation Accuracy : 0.77 Epoch : 258, Train Loss : 1.29, Train Accuracy : 0.56, Validation Loss : 0.91, Validation Accuracy : 0.77 Epoch : 259, Train Loss : 1.30, Train Accuracy : 0.56, Validation Loss : 0.88, Validation Accuracy : 0.78 Epoch : 260, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 0.95, Validation Accuracy : 0.74 Epoch : 261, Train Loss : 1.27, Train Accuracy : 0.57, Validation Loss : 0.92, Validation Accuracy : 0.74 Epoch : 262, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 0.88, Validation Accuracy : 0.78 Epoch : 263, Train Loss : 1.27, Train Accuracy : 0.58, Validation Loss : 0.95, Validation Accuracy : 0.73 Epoch : 264, Train Loss : 1.26, Train Accuracy : 0.58, Validation Loss : 0.86, Validation Accuracy : 0.77 Epoch : 265, Train Loss : 1.29, Train Accuracy : 0.56, Validation Loss : 1.27, Validation Accuracy : 0.62 Epoch : 266, Train Loss : 1.33, Train Accuracy : 0.55, Validation Loss : 0.94, Validation Accuracy : 0.76 Epoch : 267, Train Loss : 1.28, Train Accuracy : 0.56, Validation Loss : 1.01, Validation Accuracy : 0.72 Epoch : 268, Train Loss : 1.29, Train Accuracy : 0.57, Validation Loss : 1.04, Validation Accuracy : 0.69 Epoch : 269, Train Loss : 1.30, Train Accuracy : 0.56, Validation Loss : 0.94, Validation Accuracy : 0.76 Epoch : 270, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 1.03, Validation Accuracy : 0.67 Epoch : 271, Train Loss : 1.32, Train Accuracy : 0.56, Validation Loss : 1.02, Validation Accuracy : 0.70 Epoch : 272, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 0.89, Validation Accuracy : 0.76 Epoch : 273, Train Loss : 1.26, Train Accuracy : 0.57, Validation Loss : 0.90, Validation Accuracy : 0.77 Epoch : 274, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 1.01, Validation Accuracy : 0.71 Epoch : 275, Train Loss : 1.29, Train Accuracy : 0.57, Validation Loss : 0.86, Validation Accuracy : 0.78 Epoch : 276, Train Loss : 1.27, Train Accuracy : 0.57, Validation Loss : 0.85, Validation Accuracy : 0.79 Epoch : 277, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 0.85, Validation Accuracy : 0.78 Epoch : 278, Train Loss : 1.27, Train Accuracy : 0.58, Validation Loss : 0.86, Validation Accuracy : 0.76 Epoch : 279, Train Loss : 1.25, Train Accuracy : 0.58, Validation Loss : 0.82, Validation Accuracy : 0.79 Epoch : 280, Train Loss : 1.27, Train Accuracy : 0.57, Validation Loss : 1.04, Validation Accuracy : 0.70 Epoch : 281, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 1.13, Validation Accuracy : 0.67 Epoch : 282, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 0.82, Validation Accuracy : 0.79 Epoch : 283, Train Loss : 1.25, Train Accuracy : 0.58, Validation Loss : 0.81, Validation Accuracy : 0.80 Epoch : 284, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 0.91, Validation Accuracy : 0.77 Epoch : 285, Train Loss : 1.26, Train Accuracy : 0.57, Validation Loss : 0.83, Validation Accuracy : 0.78 Epoch : 286, Train Loss : 1.26, Train Accuracy : 0.58, Validation Loss : 0.86, Validation Accuracy : 0.76 Epoch : 287, Train Loss : 1.25, Train Accuracy : 0.58, Validation Loss : 0.96, Validation Accuracy : 0.73 Epoch : 288, Train Loss : 1.26, Train Accuracy : 0.57, Validation Loss : 1.00, Validation Accuracy : 0.71 Epoch : 289, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 1.00, Validation Accuracy : 0.72 Epoch : 290, Train Loss : 1.25, Train Accuracy : 0.58, Validation Loss : 0.85, Validation Accuracy : 0.79 Epoch : 291, Train Loss : 1.27, Train Accuracy : 0.57, Validation Loss : 0.86, Validation Accuracy : 0.78 Epoch : 292, Train Loss : 1.26, Train Accuracy : 0.58, Validation Loss : 0.90, Validation Accuracy : 0.75 Epoch : 293, Train Loss : 1.26, Train Accuracy : 0.57, Validation Loss : 0.83, Validation Accuracy : 0.79 Epoch : 294, Train Loss : 1.26, Train Accuracy : 0.58, Validation Loss : 0.86, Validation Accuracy : 0.78 Epoch : 295, Train Loss : 1.24, Train Accuracy : 0.59, Validation Loss : 0.84, Validation Accuracy : 0.79 Epoch : 296, Train Loss : 1.23, Train Accuracy : 0.59, Validation Loss : 0.91, Validation Accuracy : 0.76 Epoch : 297, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 1.02, Validation Accuracy : 0.72 Epoch : 298, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 0.94, Validation Accuracy : 0.75 Epoch : 299, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 0.82, Validation Accuracy : 0.79 Epoch : 300, Train Loss : 1.26, Train Accuracy : 0.58, Validation Loss : 0.88, Validation Accuracy : 0.76 Epoch : 301, Train Loss : 1.25, Train Accuracy : 0.58, Validation Loss : 0.91, Validation Accuracy : 0.76 Epoch : 302, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 0.79, Validation Accuracy : 0.79 Epoch : 303, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 0.96, Validation Accuracy : 0.74 Epoch : 304, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 0.91, Validation Accuracy : 0.74 Epoch : 305, Train Loss : 1.27, Train Accuracy : 0.57, Validation Loss : 0.84, Validation Accuracy : 0.78 Epoch : 306, Train Loss : 1.23, Train Accuracy : 0.59, Validation Loss : 0.96, Validation Accuracy : 0.72 Epoch : 307, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 0.84, Validation Accuracy : 0.78 Epoch : 308, Train Loss : 1.26, Train Accuracy : 0.58, Validation Loss : 0.93, Validation Accuracy : 0.73 Epoch : 309, Train Loss : 1.23, Train Accuracy : 0.59, Validation Loss : 0.90, Validation Accuracy : 0.77 Epoch : 310, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 0.82, Validation Accuracy : 0.81 Epoch : 311, Train Loss : 1.20, Train Accuracy : 0.60, Validation Loss : 0.84, Validation Accuracy : 0.79 Epoch : 312, Train Loss : 1.26, Train Accuracy : 0.57, Validation Loss : 0.90, Validation Accuracy : 0.75 Epoch : 313, Train Loss : 1.25, Train Accuracy : 0.58, Validation Loss : 0.93, Validation Accuracy : 0.74 Epoch : 314, Train Loss : 1.25, Train Accuracy : 0.58, Validation Loss : 0.95, Validation Accuracy : 0.72 Epoch : 315, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 0.89, Validation Accuracy : 0.75 Epoch : 316, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 0.98, Validation Accuracy : 0.73 Epoch : 317, Train Loss : 1.26, Train Accuracy : 0.58, Validation Loss : 0.84, Validation Accuracy : 0.79 Epoch : 318, Train Loss : 1.24, Train Accuracy : 0.59, Validation Loss : 0.82, Validation Accuracy : 0.78 Epoch : 319, Train Loss : 1.25, Train Accuracy : 0.58, Validation Loss : 0.83, Validation Accuracy : 0.79 Epoch : 320, Train Loss : 1.23, Train Accuracy : 0.58, Validation Loss : 0.85, Validation Accuracy : 0.76 Epoch : 321, Train Loss : 1.23, Train Accuracy : 0.59, Validation Loss : 1.17, Validation Accuracy : 0.64 Epoch : 322, Train Loss : 1.25, Train Accuracy : 0.58, Validation Loss : 0.95, Validation Accuracy : 0.74 Epoch : 323, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 0.94, Validation Accuracy : 0.74 Epoch : 324, Train Loss : 1.23, Train Accuracy : 0.58, Validation Loss : 0.88, Validation Accuracy : 0.78 Epoch : 325, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 0.86, Validation Accuracy : 0.78 Epoch : 326, Train Loss : 1.28, Train Accuracy : 0.57, Validation Loss : 1.12, Validation Accuracy : 0.64 Epoch : 327, Train Loss : 1.21, Train Accuracy : 0.60, Validation Loss : 1.61, Validation Accuracy : 0.59 Epoch : 328, Train Loss : 1.26, Train Accuracy : 0.58, Validation Loss : 0.89, Validation Accuracy : 0.76 Epoch : 329, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 0.99, Validation Accuracy : 0.72 Epoch : 330, Train Loss : 1.25, Train Accuracy : 0.58, Validation Loss : 0.89, Validation Accuracy : 0.77 Epoch : 331, Train Loss : 1.23, Train Accuracy : 0.59, Validation Loss : 0.88, Validation Accuracy : 0.76 Epoch : 332, Train Loss : 1.22, Train Accuracy : 0.59, Validation Loss : 0.98, Validation Accuracy : 0.72 Epoch : 333, Train Loss : 1.27, Train Accuracy : 0.58, Validation Loss : 0.89, Validation Accuracy : 0.75 Epoch : 334, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 0.85, Validation Accuracy : 0.76 Epoch : 335, Train Loss : 1.22, Train Accuracy : 0.59, Validation Loss : 0.82, Validation Accuracy : 0.78 Epoch : 336, Train Loss : 1.22, Train Accuracy : 0.59, Validation Loss : 0.75, Validation Accuracy : 0.81 Epoch : 337, Train Loss : 1.22, Train Accuracy : 0.59, Validation Loss : 0.96, Validation Accuracy : 0.73 Epoch : 338, Train Loss : 1.21, Train Accuracy : 0.59, Validation Loss : 0.81, Validation Accuracy : 0.80 Epoch : 339, Train Loss : 1.21, Train Accuracy : 0.59, Validation Loss : 0.83, Validation Accuracy : 0.78 Epoch : 340, Train Loss : 1.21, Train Accuracy : 0.60, Validation Loss : 0.82, Validation Accuracy : 0.77 Epoch : 341, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 1.07, Validation Accuracy : 0.70 Epoch : 342, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 0.97, Validation Accuracy : 0.73 Epoch : 343, Train Loss : 1.22, Train Accuracy : 0.58, Validation Loss : 0.77, Validation Accuracy : 0.81 Epoch : 344, Train Loss : 1.21, Train Accuracy : 0.59, Validation Loss : 0.79, Validation Accuracy : 0.80 Epoch : 345, Train Loss : 1.20, Train Accuracy : 0.59, Validation Loss : 1.13, Validation Accuracy : 0.66 Epoch : 346, Train Loss : 1.21, Train Accuracy : 0.59, Validation Loss : 0.90, Validation Accuracy : 0.72 Epoch : 347, Train Loss : 1.23, Train Accuracy : 0.58, Validation Loss : 0.82, Validation Accuracy : 0.78 Epoch : 348, Train Loss : 1.23, Train Accuracy : 0.59, Validation Loss : 0.77, Validation Accuracy : 0.81 Epoch : 349, Train Loss : 1.19, Train Accuracy : 0.59, Validation Loss : 0.81, Validation Accuracy : 0.78 Epoch : 350, Train Loss : 1.19, Train Accuracy : 0.59, Validation Loss : 0.77, Validation Accuracy : 0.81 Epoch : 351, Train Loss : 1.19, Train Accuracy : 0.59, Validation Loss : 0.82, Validation Accuracy : 0.79 Epoch : 352, Train Loss : 1.21, Train Accuracy : 0.59, Validation Loss : 0.80, Validation Accuracy : 0.78 Epoch : 353, Train Loss : 1.24, Train Accuracy : 0.59, Validation Loss : 0.98, Validation Accuracy : 0.73 Epoch : 354, Train Loss : 1.20, Train Accuracy : 0.60, Validation Loss : 0.81, Validation Accuracy : 0.79 Epoch : 355, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 0.89, Validation Accuracy : 0.75 Epoch : 356, Train Loss : 1.21, Train Accuracy : 0.59, Validation Loss : 1.14, Validation Accuracy : 0.66 Epoch : 357, Train Loss : 1.21, Train Accuracy : 0.59, Validation Loss : 0.83, Validation Accuracy : 0.79 Epoch : 358, Train Loss : 1.21, Train Accuracy : 0.59, Validation Loss : 0.79, Validation Accuracy : 0.80 Epoch : 359, Train Loss : 1.19, Train Accuracy : 0.61, Validation Loss : 0.76, Validation Accuracy : 0.81 Epoch : 360, Train Loss : 1.21, Train Accuracy : 0.59, Validation Loss : 0.90, Validation Accuracy : 0.75 Epoch : 361, Train Loss : 1.22, Train Accuracy : 0.59, Validation Loss : 0.80, Validation Accuracy : 0.80 Epoch : 362, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.81, Validation Accuracy : 0.78 Epoch : 363, Train Loss : 1.22, Train Accuracy : 0.59, Validation Loss : 0.75, Validation Accuracy : 0.80 Epoch : 364, Train Loss : 1.23, Train Accuracy : 0.58, Validation Loss : 0.82, Validation Accuracy : 0.79 Epoch : 365, Train Loss : 1.20, Train Accuracy : 0.59, Validation Loss : 0.84, Validation Accuracy : 0.78 Epoch : 366, Train Loss : 1.20, Train Accuracy : 0.60, Validation Loss : 0.76, Validation Accuracy : 0.79 Epoch : 367, Train Loss : 1.21, Train Accuracy : 0.59, Validation Loss : 0.84, Validation Accuracy : 0.77 Epoch : 368, Train Loss : 1.20, Train Accuracy : 0.59, Validation Loss : 0.85, Validation Accuracy : 0.76 Epoch : 369, Train Loss : 1.21, Train Accuracy : 0.59, Validation Loss : 0.73, Validation Accuracy : 0.81 Epoch : 370, Train Loss : 1.20, Train Accuracy : 0.59, Validation Loss : 1.12, Validation Accuracy : 0.66 Epoch : 371, Train Loss : 1.24, Train Accuracy : 0.58, Validation Loss : 0.79, Validation Accuracy : 0.79 Epoch : 372, Train Loss : 1.22, Train Accuracy : 0.59, Validation Loss : 0.76, Validation Accuracy : 0.81 Epoch : 373, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.74, Validation Accuracy : 0.80 Epoch : 374, Train Loss : 1.20, Train Accuracy : 0.60, Validation Loss : 0.78, Validation Accuracy : 0.81 Epoch : 375, Train Loss : 1.20, Train Accuracy : 0.59, Validation Loss : 0.75, Validation Accuracy : 0.80 Epoch : 376, Train Loss : 1.17, Train Accuracy : 0.60, Validation Loss : 0.75, Validation Accuracy : 0.81 Epoch : 377, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.74, Validation Accuracy : 0.81 Epoch : 378, Train Loss : 1.20, Train Accuracy : 0.60, Validation Loss : 0.79, Validation Accuracy : 0.79 Epoch : 379, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.75, Validation Accuracy : 0.82 Epoch : 380, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.74, Validation Accuracy : 0.81 Epoch : 381, Train Loss : 1.21, Train Accuracy : 0.59, Validation Loss : 0.90, Validation Accuracy : 0.76 Epoch : 382, Train Loss : 1.21, Train Accuracy : 0.59, Validation Loss : 0.89, Validation Accuracy : 0.75 Epoch : 383, Train Loss : 1.21, Train Accuracy : 0.59, Validation Loss : 0.71, Validation Accuracy : 0.82 Epoch : 384, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.81, Validation Accuracy : 0.79 Epoch : 385, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 1.04, Validation Accuracy : 0.69 Epoch : 386, Train Loss : 1.22, Train Accuracy : 0.59, Validation Loss : 0.97, Validation Accuracy : 0.72 Epoch : 387, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.75, Validation Accuracy : 0.81 Epoch : 388, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.75, Validation Accuracy : 0.80 Epoch : 389, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.76, Validation Accuracy : 0.80 Epoch : 390, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.81, Validation Accuracy : 0.79 Epoch : 391, Train Loss : 1.20, Train Accuracy : 0.60, Validation Loss : 0.93, Validation Accuracy : 0.72 Epoch : 392, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.80, Validation Accuracy : 0.78 Epoch : 393, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 1.08, Validation Accuracy : 0.67 Epoch : 394, Train Loss : 1.21, Train Accuracy : 0.60, Validation Loss : 0.79, Validation Accuracy : 0.79 Epoch : 395, Train Loss : 1.20, Train Accuracy : 0.60, Validation Loss : 0.88, Validation Accuracy : 0.76 Epoch : 396, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.84, Validation Accuracy : 0.77 Epoch : 397, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.98, Validation Accuracy : 0.72 Epoch : 398, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.82, Validation Accuracy : 0.78 Epoch : 399, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.74, Validation Accuracy : 0.81 Epoch : 400, Train Loss : 1.17, Train Accuracy : 0.61, Validation Loss : 0.74, Validation Accuracy : 0.80 Epoch : 401, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.85, Validation Accuracy : 0.77 Epoch : 402, Train Loss : 1.17, Train Accuracy : 0.61, Validation Loss : 0.78, Validation Accuracy : 0.80 Epoch : 403, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.74, Validation Accuracy : 0.81 Epoch : 404, Train Loss : 1.19, Train Accuracy : 0.59, Validation Loss : 0.78, Validation Accuracy : 0.79 Epoch : 405, Train Loss : 1.20, Train Accuracy : 0.59, Validation Loss : 0.97, Validation Accuracy : 0.71 Epoch : 406, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.78, Validation Accuracy : 0.79 Epoch : 407, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.80, Validation Accuracy : 0.78 Epoch : 408, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.77, Validation Accuracy : 0.79 Epoch : 409, Train Loss : 1.19, Train Accuracy : 0.59, Validation Loss : 0.85, Validation Accuracy : 0.77 Epoch : 410, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.73, Validation Accuracy : 0.82 Epoch : 411, Train Loss : 1.17, Train Accuracy : 0.61, Validation Loss : 0.81, Validation Accuracy : 0.79 Epoch : 412, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.78, Validation Accuracy : 0.80 Epoch : 413, Train Loss : 1.19, Train Accuracy : 0.59, Validation Loss : 0.80, Validation Accuracy : 0.78 Epoch : 414, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.73, Validation Accuracy : 0.81 Epoch : 415, Train Loss : 1.17, Train Accuracy : 0.61, Validation Loss : 0.75, Validation Accuracy : 0.81 Epoch : 416, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.74, Validation Accuracy : 0.82 Epoch : 417, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.73, Validation Accuracy : 0.81 Epoch : 418, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.73, Validation Accuracy : 0.81 Epoch : 419, Train Loss : 1.14, Train Accuracy : 0.62, Validation Loss : 0.70, Validation Accuracy : 0.82 Epoch : 420, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.72, Validation Accuracy : 0.81 Epoch : 421, Train Loss : 1.17, Train Accuracy : 0.60, Validation Loss : 0.69, Validation Accuracy : 0.82 Epoch : 422, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.72, Validation Accuracy : 0.81 Epoch : 423, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.73, Validation Accuracy : 0.81 Epoch : 424, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.78, Validation Accuracy : 0.79 Epoch : 425, Train Loss : 1.16, Train Accuracy : 0.60, Validation Loss : 0.73, Validation Accuracy : 0.82 Epoch : 426, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.76, Validation Accuracy : 0.80 Epoch : 427, Train Loss : 1.16, Train Accuracy : 0.60, Validation Loss : 0.76, Validation Accuracy : 0.79 Epoch : 428, Train Loss : 1.15, Train Accuracy : 0.61, Validation Loss : 0.72, Validation Accuracy : 0.81 Epoch : 429, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.84, Validation Accuracy : 0.78 Epoch : 430, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.72, Validation Accuracy : 0.82 Epoch : 431, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.70, Validation Accuracy : 0.82 Epoch : 432, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.70, Validation Accuracy : 0.82 Epoch : 433, Train Loss : 1.15, Train Accuracy : 0.61, Validation Loss : 0.70, Validation Accuracy : 0.82 Epoch : 434, Train Loss : 1.16, Train Accuracy : 0.60, Validation Loss : 0.71, Validation Accuracy : 0.82 Epoch : 435, Train Loss : 1.15, Train Accuracy : 0.61, Validation Loss : 0.69, Validation Accuracy : 0.83 Epoch : 436, Train Loss : 1.17, Train Accuracy : 0.61, Validation Loss : 0.99, Validation Accuracy : 0.72 Epoch : 437, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.80, Validation Accuracy : 0.78 Epoch : 438, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.79, Validation Accuracy : 0.77 Epoch : 439, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 1.58, Validation Accuracy : 0.52 Epoch : 440, Train Loss : 1.21, Train Accuracy : 0.59, Validation Loss : 0.86, Validation Accuracy : 0.76 Epoch : 441, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.74, Validation Accuracy : 0.80 Epoch : 442, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.77, Validation Accuracy : 0.81 Epoch : 443, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 1.05, Validation Accuracy : 0.69 Epoch : 444, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 1.28, Validation Accuracy : 0.65 Epoch : 445, Train Loss : 1.20, Train Accuracy : 0.60, Validation Loss : 0.98, Validation Accuracy : 0.71 Epoch : 446, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.78, Validation Accuracy : 0.79 Epoch : 447, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.73, Validation Accuracy : 0.81 Epoch : 448, Train Loss : 1.17, Train Accuracy : 0.60, Validation Loss : 0.70, Validation Accuracy : 0.83 Epoch : 449, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.89, Validation Accuracy : 0.75 Epoch : 450, Train Loss : 1.17, Train Accuracy : 0.60, Validation Loss : 0.85, Validation Accuracy : 0.74 Epoch : 451, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.80, Validation Accuracy : 0.78 Epoch : 452, Train Loss : 1.17, Train Accuracy : 0.60, Validation Loss : 0.74, Validation Accuracy : 0.80 Epoch : 453, Train Loss : 1.13, Train Accuracy : 0.61, Validation Loss : 0.68, Validation Accuracy : 0.83 Epoch : 454, Train Loss : 1.15, Train Accuracy : 0.61, Validation Loss : 0.73, Validation Accuracy : 0.81 Epoch : 455, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 1.15, Validation Accuracy : 0.67 Epoch : 456, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.71, Validation Accuracy : 0.82 Epoch : 457, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.87, Validation Accuracy : 0.75 Epoch : 458, Train Loss : 1.16, Train Accuracy : 0.60, Validation Loss : 0.72, Validation Accuracy : 0.81 Epoch : 459, Train Loss : 1.15, Train Accuracy : 0.61, Validation Loss : 0.87, Validation Accuracy : 0.75 Epoch : 460, Train Loss : 1.17, Train Accuracy : 0.60, Validation Loss : 0.79, Validation Accuracy : 0.80 Epoch : 461, Train Loss : 1.17, Train Accuracy : 0.60, Validation Loss : 0.74, Validation Accuracy : 0.82 Epoch : 462, Train Loss : 1.19, Train Accuracy : 0.60, Validation Loss : 0.72, Validation Accuracy : 0.83 Epoch : 463, Train Loss : 1.15, Train Accuracy : 0.61, Validation Loss : 0.79, Validation Accuracy : 0.78 Epoch : 464, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.87, Validation Accuracy : 0.76 Epoch : 465, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.75, Validation Accuracy : 0.79 Epoch : 466, Train Loss : 1.17, Train Accuracy : 0.60, Validation Loss : 0.72, Validation Accuracy : 0.82 Epoch : 467, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.70, Validation Accuracy : 0.81 Epoch : 468, Train Loss : 1.15, Train Accuracy : 0.61, Validation Loss : 0.73, Validation Accuracy : 0.81 Epoch : 469, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.86, Validation Accuracy : 0.75 Epoch : 470, Train Loss : 1.17, Train Accuracy : 0.61, Validation Loss : 0.69, Validation Accuracy : 0.82 Epoch : 471, Train Loss : 1.13, Train Accuracy : 0.62, Validation Loss : 0.72, Validation Accuracy : 0.81 Epoch : 472, Train Loss : 1.14, Train Accuracy : 0.62, Validation Loss : 0.68, Validation Accuracy : 0.83 Epoch : 473, Train Loss : 1.13, Train Accuracy : 0.62, Validation Loss : 0.71, Validation Accuracy : 0.82 Epoch : 474, Train Loss : 1.13, Train Accuracy : 0.62, Validation Loss : 0.81, Validation Accuracy : 0.77 Epoch : 475, Train Loss : 1.15, Train Accuracy : 0.62, Validation Loss : 0.75, Validation Accuracy : 0.80 Epoch : 476, Train Loss : 1.15, Train Accuracy : 0.61, Validation Loss : 0.66, Validation Accuracy : 0.83 Epoch : 477, Train Loss : 1.14, Train Accuracy : 0.61, Validation Loss : 0.69, Validation Accuracy : 0.80 Epoch : 478, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.73, Validation Accuracy : 0.80 Epoch : 479, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.67, Validation Accuracy : 0.83 Epoch : 480, Train Loss : 1.17, Train Accuracy : 0.60, Validation Loss : 0.70, Validation Accuracy : 0.82 Epoch : 481, Train Loss : 1.17, Train Accuracy : 0.60, Validation Loss : 0.68, Validation Accuracy : 0.82 Epoch : 482, Train Loss : 1.17, Train Accuracy : 0.61, Validation Loss : 1.31, Validation Accuracy : 0.63 Epoch : 483, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.82, Validation Accuracy : 0.77 Epoch : 484, Train Loss : 1.15, Train Accuracy : 0.61, Validation Loss : 3.59, Validation Accuracy : 0.35 Epoch : 485, Train Loss : 1.37, Train Accuracy : 0.56, Validation Loss : 0.80, Validation Accuracy : 0.79 Epoch : 486, Train Loss : 1.15, Train Accuracy : 0.62, Validation Loss : 0.87, Validation Accuracy : 0.77 Epoch : 487, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.74, Validation Accuracy : 0.79 Epoch : 488, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.68, Validation Accuracy : 0.82 Epoch : 489, Train Loss : 1.14, Train Accuracy : 0.61, Validation Loss : 0.74, Validation Accuracy : 0.80 Epoch : 490, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.68, Validation Accuracy : 0.83 Epoch : 491, Train Loss : 1.15, Train Accuracy : 0.61, Validation Loss : 0.69, Validation Accuracy : 0.83 Epoch : 492, Train Loss : 1.15, Train Accuracy : 0.61, Validation Loss : 0.67, Validation Accuracy : 0.83 Epoch : 493, Train Loss : 1.11, Train Accuracy : 0.62, Validation Loss : 0.69, Validation Accuracy : 0.83 Epoch : 494, Train Loss : 1.15, Train Accuracy : 0.61, Validation Loss : 0.65, Validation Accuracy : 0.83 Epoch : 495, Train Loss : 1.14, Train Accuracy : 0.61, Validation Loss : 0.85, Validation Accuracy : 0.77 Epoch : 496, Train Loss : 1.18, Train Accuracy : 0.60, Validation Loss : 0.74, Validation Accuracy : 0.80 Epoch : 497, Train Loss : 1.16, Train Accuracy : 0.61, Validation Loss : 0.67, Validation Accuracy : 0.82 Epoch : 498, Train Loss : 1.14, Train Accuracy : 0.62, Validation Loss : 0.71, Validation Accuracy : 0.83 Epoch : 499, Train Loss : 1.15, Train Accuracy : 0.61, Validation Loss : 0.91, Validation Accuracy : 0.73
fig, (ax1, ax2) = plt.subplots(1,2, figsize=(15,6))
fig.suptitle(f"model_nn_4_layers_simple : 500 Epochs, 0.01 SGD", fontsize=16)
ax1.plot(history3['train_acc'], label='train accuracy')
ax1.plot(history3['valid_acc'], label='valid accuracy')
ax1.legend()
ax2.plot(history3['train_loss'], label='train loss')
ax2.plot(history3['valid_loss'], label='valid loss')
ax2.legend()
fig.show()
model_5_layers = NNModel_5Layers(input_size, output_size)
history4 = fit(model_5_layers, train_dl, test_dl, 500, 0.01, optim=torch.optim.SGD)
Epoch : 0, Train Loss : 2.31, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 1, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 2, Train Loss : 2.30, Train Accuracy : 0.13, Validation Loss : 2.30, Validation Accuracy : 0.17 Epoch : 3, Train Loss : 2.28, Train Accuracy : 0.17, Validation Loss : 2.21, Validation Accuracy : 0.26 Epoch : 4, Train Loss : 2.23, Train Accuracy : 0.21, Validation Loss : 2.14, Validation Accuracy : 0.26 Epoch : 5, Train Loss : 2.16, Train Accuracy : 0.24, Validation Loss : 2.07, Validation Accuracy : 0.32 Epoch : 6, Train Loss : 2.12, Train Accuracy : 0.27, Validation Loss : 2.11, Validation Accuracy : 0.26 Epoch : 7, Train Loss : 2.10, Train Accuracy : 0.28, Validation Loss : 2.03, Validation Accuracy : 0.32 Epoch : 8, Train Loss : 2.06, Train Accuracy : 0.30, Validation Loss : 1.97, Validation Accuracy : 0.35 Epoch : 9, Train Loss : 2.02, Train Accuracy : 0.32, Validation Loss : 1.87, Validation Accuracy : 0.40 Epoch : 10, Train Loss : 1.98, Train Accuracy : 0.34, Validation Loss : 1.86, Validation Accuracy : 0.39 Epoch : 11, Train Loss : 1.94, Train Accuracy : 0.35, Validation Loss : 1.81, Validation Accuracy : 0.42 Epoch : 12, Train Loss : 1.89, Train Accuracy : 0.37, Validation Loss : 1.75, Validation Accuracy : 0.43 Epoch : 13, Train Loss : 1.85, Train Accuracy : 0.37, Validation Loss : 1.73, Validation Accuracy : 0.45 Epoch : 14, Train Loss : 1.83, Train Accuracy : 0.38, Validation Loss : 1.64, Validation Accuracy : 0.45 Epoch : 15, Train Loss : 1.81, Train Accuracy : 0.39, Validation Loss : 1.69, Validation Accuracy : 0.43 Epoch : 16, Train Loss : 1.80, Train Accuracy : 0.39, Validation Loss : 1.77, Validation Accuracy : 0.40 Epoch : 17, Train Loss : 1.74, Train Accuracy : 0.43, Validation Loss : 1.59, Validation Accuracy : 0.46 Epoch : 18, Train Loss : 1.69, Train Accuracy : 0.44, Validation Loss : 1.53, Validation Accuracy : 0.50 Epoch : 19, Train Loss : 1.67, Train Accuracy : 0.45, Validation Loss : 1.47, Validation Accuracy : 0.52 Epoch : 20, Train Loss : 1.64, Train Accuracy : 0.46, Validation Loss : 1.67, Validation Accuracy : 0.44 Epoch : 21, Train Loss : 1.64, Train Accuracy : 0.46, Validation Loss : 2.13, Validation Accuracy : 0.36 Epoch : 22, Train Loss : 1.65, Train Accuracy : 0.46, Validation Loss : 1.93, Validation Accuracy : 0.38 Epoch : 23, Train Loss : 1.63, Train Accuracy : 0.47, Validation Loss : 1.59, Validation Accuracy : 0.48 Epoch : 24, Train Loss : 1.63, Train Accuracy : 0.47, Validation Loss : 1.51, Validation Accuracy : 0.50 Epoch : 25, Train Loss : 1.60, Train Accuracy : 0.48, Validation Loss : 1.47, Validation Accuracy : 0.49 Epoch : 26, Train Loss : 1.58, Train Accuracy : 0.48, Validation Loss : 1.44, Validation Accuracy : 0.53 Epoch : 27, Train Loss : 1.56, Train Accuracy : 0.50, Validation Loss : 1.39, Validation Accuracy : 0.54 Epoch : 28, Train Loss : 1.55, Train Accuracy : 0.49, Validation Loss : 1.48, Validation Accuracy : 0.49 Epoch : 29, Train Loss : 1.54, Train Accuracy : 0.50, Validation Loss : 1.42, Validation Accuracy : 0.54 Epoch : 30, Train Loss : 1.54, Train Accuracy : 0.50, Validation Loss : 1.38, Validation Accuracy : 0.57 Epoch : 31, Train Loss : 1.51, Train Accuracy : 0.51, Validation Loss : 1.45, Validation Accuracy : 0.52 Epoch : 32, Train Loss : 1.52, Train Accuracy : 0.50, Validation Loss : 1.34, Validation Accuracy : 0.58 Epoch : 33, Train Loss : 1.51, Train Accuracy : 0.51, Validation Loss : 1.51, Validation Accuracy : 0.52 Epoch : 34, Train Loss : 1.51, Train Accuracy : 0.50, Validation Loss : 1.34, Validation Accuracy : 0.59 Epoch : 35, Train Loss : 1.48, Train Accuracy : 0.52, Validation Loss : 1.39, Validation Accuracy : 0.55 Epoch : 36, Train Loss : 1.48, Train Accuracy : 0.52, Validation Loss : 1.44, Validation Accuracy : 0.52 Epoch : 37, Train Loss : 1.47, Train Accuracy : 0.53, Validation Loss : 1.41, Validation Accuracy : 0.55 Epoch : 38, Train Loss : 1.45, Train Accuracy : 0.53, Validation Loss : 1.41, Validation Accuracy : 0.54 Epoch : 39, Train Loss : 1.46, Train Accuracy : 0.53, Validation Loss : 1.38, Validation Accuracy : 0.55 Epoch : 40, Train Loss : 1.44, Train Accuracy : 0.53, Validation Loss : 1.28, Validation Accuracy : 0.60 Epoch : 41, Train Loss : 1.43, Train Accuracy : 0.54, Validation Loss : 1.32, Validation Accuracy : 0.56 Epoch : 42, Train Loss : 1.45, Train Accuracy : 0.54, Validation Loss : 1.26, Validation Accuracy : 0.58 Epoch : 43, Train Loss : 1.40, Train Accuracy : 0.54, Validation Loss : 1.30, Validation Accuracy : 0.58 Epoch : 44, Train Loss : 1.41, Train Accuracy : 0.54, Validation Loss : 1.83, Validation Accuracy : 0.42 Epoch : 45, Train Loss : 1.44, Train Accuracy : 0.53, Validation Loss : 1.25, Validation Accuracy : 0.60 Epoch : 46, Train Loss : 1.40, Train Accuracy : 0.55, Validation Loss : 1.33, Validation Accuracy : 0.58 Epoch : 47, Train Loss : 1.41, Train Accuracy : 0.54, Validation Loss : 1.39, Validation Accuracy : 0.56 Epoch : 48, Train Loss : 1.39, Train Accuracy : 0.55, Validation Loss : 1.29, Validation Accuracy : 0.60 Epoch : 49, Train Loss : 1.38, Train Accuracy : 0.56, Validation Loss : 1.39, Validation Accuracy : 0.54 Epoch : 50, Train Loss : 1.36, Train Accuracy : 0.57, Validation Loss : 1.21, Validation Accuracy : 0.61 Epoch : 51, Train Loss : 1.36, Train Accuracy : 0.56, Validation Loss : 1.51, Validation Accuracy : 0.50 Epoch : 52, Train Loss : 1.37, Train Accuracy : 0.57, Validation Loss : 1.34, Validation Accuracy : 0.57 Epoch : 53, Train Loss : 1.36, Train Accuracy : 0.57, Validation Loss : 1.24, Validation Accuracy : 0.61 Epoch : 54, Train Loss : 1.35, Train Accuracy : 0.56, Validation Loss : 1.20, Validation Accuracy : 0.60 Epoch : 55, Train Loss : 1.34, Train Accuracy : 0.56, Validation Loss : 1.50, Validation Accuracy : 0.52 Epoch : 56, Train Loss : 1.35, Train Accuracy : 0.57, Validation Loss : 1.25, Validation Accuracy : 0.61 Epoch : 57, Train Loss : 1.37, Train Accuracy : 0.56, Validation Loss : 1.25, Validation Accuracy : 0.60 Epoch : 58, Train Loss : 1.31, Train Accuracy : 0.58, Validation Loss : 1.30, Validation Accuracy : 0.57 Epoch : 59, Train Loss : 1.33, Train Accuracy : 0.57, Validation Loss : 1.19, Validation Accuracy : 0.62 Epoch : 60, Train Loss : 1.32, Train Accuracy : 0.58, Validation Loss : 1.08, Validation Accuracy : 0.66 Epoch : 61, Train Loss : 1.29, Train Accuracy : 0.58, Validation Loss : 1.28, Validation Accuracy : 0.58 Epoch : 62, Train Loss : 1.30, Train Accuracy : 0.58, Validation Loss : 1.23, Validation Accuracy : 0.62 Epoch : 63, Train Loss : 1.28, Train Accuracy : 0.59, Validation Loss : 1.35, Validation Accuracy : 0.57 Epoch : 64, Train Loss : 1.28, Train Accuracy : 0.59, Validation Loss : 1.08, Validation Accuracy : 0.66 Epoch : 65, Train Loss : 1.26, Train Accuracy : 0.61, Validation Loss : 1.06, Validation Accuracy : 0.69 Epoch : 66, Train Loss : 1.25, Train Accuracy : 0.60, Validation Loss : 1.12, Validation Accuracy : 0.65 Epoch : 67, Train Loss : 1.25, Train Accuracy : 0.61, Validation Loss : 1.03, Validation Accuracy : 0.68 Epoch : 68, Train Loss : 1.24, Train Accuracy : 0.61, Validation Loss : 1.13, Validation Accuracy : 0.65 Epoch : 69, Train Loss : 1.22, Train Accuracy : 0.62, Validation Loss : 1.18, Validation Accuracy : 0.64 Epoch : 70, Train Loss : 1.21, Train Accuracy : 0.62, Validation Loss : 1.07, Validation Accuracy : 0.69 Epoch : 71, Train Loss : 1.21, Train Accuracy : 0.62, Validation Loss : 1.02, Validation Accuracy : 0.69 Epoch : 72, Train Loss : 1.22, Train Accuracy : 0.62, Validation Loss : 1.13, Validation Accuracy : 0.65 Epoch : 73, Train Loss : 1.19, Train Accuracy : 0.62, Validation Loss : 1.18, Validation Accuracy : 0.64 Epoch : 74, Train Loss : 1.20, Train Accuracy : 0.62, Validation Loss : 1.09, Validation Accuracy : 0.66 Epoch : 75, Train Loss : 1.19, Train Accuracy : 0.62, Validation Loss : 1.39, Validation Accuracy : 0.57 Epoch : 76, Train Loss : 1.22, Train Accuracy : 0.61, Validation Loss : 1.04, Validation Accuracy : 0.68 Epoch : 77, Train Loss : 1.18, Train Accuracy : 0.63, Validation Loss : 1.06, Validation Accuracy : 0.68 Epoch : 78, Train Loss : 1.18, Train Accuracy : 0.63, Validation Loss : 0.96, Validation Accuracy : 0.71 Epoch : 79, Train Loss : 1.15, Train Accuracy : 0.63, Validation Loss : 0.97, Validation Accuracy : 0.71 Epoch : 80, Train Loss : 1.16, Train Accuracy : 0.64, Validation Loss : 0.92, Validation Accuracy : 0.71 Epoch : 81, Train Loss : 1.17, Train Accuracy : 0.63, Validation Loss : 1.10, Validation Accuracy : 0.66 Epoch : 82, Train Loss : 1.16, Train Accuracy : 0.64, Validation Loss : 1.03, Validation Accuracy : 0.70 Epoch : 83, Train Loss : 1.13, Train Accuracy : 0.65, Validation Loss : 0.93, Validation Accuracy : 0.72 Epoch : 84, Train Loss : 1.13, Train Accuracy : 0.65, Validation Loss : 0.96, Validation Accuracy : 0.71 Epoch : 85, Train Loss : 1.14, Train Accuracy : 0.64, Validation Loss : 1.75, Validation Accuracy : 0.49 Epoch : 86, Train Loss : 1.15, Train Accuracy : 0.64, Validation Loss : 0.91, Validation Accuracy : 0.73 Epoch : 87, Train Loss : 1.12, Train Accuracy : 0.65, Validation Loss : 1.01, Validation Accuracy : 0.69 Epoch : 88, Train Loss : 1.13, Train Accuracy : 0.64, Validation Loss : 0.88, Validation Accuracy : 0.74 Epoch : 89, Train Loss : 1.11, Train Accuracy : 0.65, Validation Loss : 0.89, Validation Accuracy : 0.73 Epoch : 90, Train Loss : 1.12, Train Accuracy : 0.65, Validation Loss : 0.99, Validation Accuracy : 0.70 Epoch : 91, Train Loss : 1.13, Train Accuracy : 0.65, Validation Loss : 0.95, Validation Accuracy : 0.71 Epoch : 92, Train Loss : 1.10, Train Accuracy : 0.65, Validation Loss : 1.36, Validation Accuracy : 0.62 Epoch : 93, Train Loss : 1.11, Train Accuracy : 0.65, Validation Loss : 0.93, Validation Accuracy : 0.73 Epoch : 94, Train Loss : 1.10, Train Accuracy : 0.65, Validation Loss : 0.92, Validation Accuracy : 0.71 Epoch : 95, Train Loss : 1.08, Train Accuracy : 0.66, Validation Loss : 1.24, Validation Accuracy : 0.63 Epoch : 96, Train Loss : 1.10, Train Accuracy : 0.65, Validation Loss : 1.08, Validation Accuracy : 0.66 Epoch : 97, Train Loss : 1.11, Train Accuracy : 0.65, Validation Loss : 1.34, Validation Accuracy : 0.56 Epoch : 98, Train Loss : 1.10, Train Accuracy : 0.66, Validation Loss : 0.96, Validation Accuracy : 0.70 Epoch : 99, Train Loss : 1.07, Train Accuracy : 0.66, Validation Loss : 0.96, Validation Accuracy : 0.71 Epoch : 100, Train Loss : 1.09, Train Accuracy : 0.66, Validation Loss : 1.13, Validation Accuracy : 0.65 Epoch : 101, Train Loss : 1.09, Train Accuracy : 0.65, Validation Loss : 0.98, Validation Accuracy : 0.70 Epoch : 102, Train Loss : 1.06, Train Accuracy : 0.66, Validation Loss : 0.90, Validation Accuracy : 0.71 Epoch : 103, Train Loss : 1.06, Train Accuracy : 0.67, Validation Loss : 0.92, Validation Accuracy : 0.72 Epoch : 104, Train Loss : 1.08, Train Accuracy : 0.66, Validation Loss : 0.91, Validation Accuracy : 0.72 Epoch : 105, Train Loss : 1.09, Train Accuracy : 0.66, Validation Loss : 1.01, Validation Accuracy : 0.68 Epoch : 106, Train Loss : 1.05, Train Accuracy : 0.67, Validation Loss : 0.98, Validation Accuracy : 0.69 Epoch : 107, Train Loss : 1.05, Train Accuracy : 0.67, Validation Loss : 1.06, Validation Accuracy : 0.66 Epoch : 108, Train Loss : 1.06, Train Accuracy : 0.67, Validation Loss : 1.00, Validation Accuracy : 0.68 Epoch : 109, Train Loss : 1.07, Train Accuracy : 0.66, Validation Loss : 0.93, Validation Accuracy : 0.71 Epoch : 110, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.86, Validation Accuracy : 0.74 Epoch : 111, Train Loss : 1.08, Train Accuracy : 0.66, Validation Loss : 0.91, Validation Accuracy : 0.73 Epoch : 112, Train Loss : 1.06, Train Accuracy : 0.67, Validation Loss : 1.09, Validation Accuracy : 0.66 Epoch : 113, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.91, Validation Accuracy : 0.73 Epoch : 114, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.97, Validation Accuracy : 0.70 Epoch : 115, Train Loss : 1.03, Train Accuracy : 0.68, Validation Loss : 0.89, Validation Accuracy : 0.72 Epoch : 116, Train Loss : 1.02, Train Accuracy : 0.67, Validation Loss : 0.92, Validation Accuracy : 0.71 Epoch : 117, Train Loss : 1.02, Train Accuracy : 0.67, Validation Loss : 0.98, Validation Accuracy : 0.70 Epoch : 118, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 1.01, Validation Accuracy : 0.68 Epoch : 119, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.99, Validation Accuracy : 0.70 Epoch : 120, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.85, Validation Accuracy : 0.74 Epoch : 121, Train Loss : 1.01, Train Accuracy : 0.68, Validation Loss : 1.09, Validation Accuracy : 0.65 Epoch : 122, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.94, Validation Accuracy : 0.72 Epoch : 123, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.88, Validation Accuracy : 0.73 Epoch : 124, Train Loss : 1.02, Train Accuracy : 0.67, Validation Loss : 0.92, Validation Accuracy : 0.72 Epoch : 125, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.84, Validation Accuracy : 0.74 Epoch : 126, Train Loss : 1.01, Train Accuracy : 0.68, Validation Loss : 1.02, Validation Accuracy : 0.68 Epoch : 127, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.85, Validation Accuracy : 0.74 Epoch : 128, Train Loss : 1.00, Train Accuracy : 0.68, Validation Loss : 0.81, Validation Accuracy : 0.76 Epoch : 129, Train Loss : 0.98, Train Accuracy : 0.69, Validation Loss : 0.92, Validation Accuracy : 0.72 Epoch : 130, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.96, Validation Accuracy : 0.69 Epoch : 131, Train Loss : 0.98, Train Accuracy : 0.69, Validation Loss : 1.07, Validation Accuracy : 0.66 Epoch : 132, Train Loss : 0.99, Train Accuracy : 0.68, Validation Loss : 0.79, Validation Accuracy : 0.77 Epoch : 133, Train Loss : 0.97, Train Accuracy : 0.69, Validation Loss : 0.94, Validation Accuracy : 0.70 Epoch : 134, Train Loss : 0.98, Train Accuracy : 0.69, Validation Loss : 1.05, Validation Accuracy : 0.67 Epoch : 135, Train Loss : 0.99, Train Accuracy : 0.69, Validation Loss : 0.90, Validation Accuracy : 0.73 Epoch : 136, Train Loss : 1.00, Train Accuracy : 0.68, Validation Loss : 0.77, Validation Accuracy : 0.78 Epoch : 137, Train Loss : 0.97, Train Accuracy : 0.69, Validation Loss : 0.90, Validation Accuracy : 0.72 Epoch : 138, Train Loss : 0.99, Train Accuracy : 0.69, Validation Loss : 0.73, Validation Accuracy : 0.79 Epoch : 139, Train Loss : 0.97, Train Accuracy : 0.69, Validation Loss : 0.96, Validation Accuracy : 0.71 Epoch : 140, Train Loss : 0.99, Train Accuracy : 0.69, Validation Loss : 0.78, Validation Accuracy : 0.76 Epoch : 141, Train Loss : 0.94, Train Accuracy : 0.70, Validation Loss : 0.74, Validation Accuracy : 0.78 Epoch : 142, Train Loss : 0.97, Train Accuracy : 0.69, Validation Loss : 0.97, Validation Accuracy : 0.70 Epoch : 143, Train Loss : 0.97, Train Accuracy : 0.69, Validation Loss : 0.75, Validation Accuracy : 0.77 Epoch : 144, Train Loss : 0.96, Train Accuracy : 0.70, Validation Loss : 0.97, Validation Accuracy : 0.69 Epoch : 145, Train Loss : 0.95, Train Accuracy : 0.70, Validation Loss : 1.04, Validation Accuracy : 0.67 Epoch : 146, Train Loss : 0.99, Train Accuracy : 0.68, Validation Loss : 0.79, Validation Accuracy : 0.76 Epoch : 147, Train Loss : 0.93, Train Accuracy : 0.70, Validation Loss : 0.78, Validation Accuracy : 0.76 Epoch : 148, Train Loss : 0.94, Train Accuracy : 0.70, Validation Loss : 0.86, Validation Accuracy : 0.73 Epoch : 149, Train Loss : 0.93, Train Accuracy : 0.71, Validation Loss : 0.79, Validation Accuracy : 0.75 Epoch : 150, Train Loss : 0.96, Train Accuracy : 0.69, Validation Loss : 0.93, Validation Accuracy : 0.70 Epoch : 151, Train Loss : 0.95, Train Accuracy : 0.69, Validation Loss : 0.77, Validation Accuracy : 0.77 Epoch : 152, Train Loss : 0.97, Train Accuracy : 0.70, Validation Loss : 0.92, Validation Accuracy : 0.71 Epoch : 153, Train Loss : 0.95, Train Accuracy : 0.70, Validation Loss : 0.71, Validation Accuracy : 0.79 Epoch : 154, Train Loss : 0.93, Train Accuracy : 0.71, Validation Loss : 0.73, Validation Accuracy : 0.77 Epoch : 155, Train Loss : 0.93, Train Accuracy : 0.71, Validation Loss : 0.89, Validation Accuracy : 0.72 Epoch : 156, Train Loss : 0.95, Train Accuracy : 0.70, Validation Loss : 0.85, Validation Accuracy : 0.74 Epoch : 157, Train Loss : 0.94, Train Accuracy : 0.70, Validation Loss : 0.71, Validation Accuracy : 0.79 Epoch : 158, Train Loss : 0.95, Train Accuracy : 0.70, Validation Loss : 0.69, Validation Accuracy : 0.80 Epoch : 159, Train Loss : 0.93, Train Accuracy : 0.71, Validation Loss : 0.74, Validation Accuracy : 0.79 Epoch : 160, Train Loss : 0.93, Train Accuracy : 0.71, Validation Loss : 0.98, Validation Accuracy : 0.70 Epoch : 161, Train Loss : 0.95, Train Accuracy : 0.70, Validation Loss : 0.79, Validation Accuracy : 0.77 Epoch : 162, Train Loss : 0.93, Train Accuracy : 0.71, Validation Loss : 0.89, Validation Accuracy : 0.72 Epoch : 163, Train Loss : 0.94, Train Accuracy : 0.70, Validation Loss : 0.72, Validation Accuracy : 0.79 Epoch : 164, Train Loss : 0.93, Train Accuracy : 0.71, Validation Loss : 0.89, Validation Accuracy : 0.73 Epoch : 165, Train Loss : 0.92, Train Accuracy : 0.71, Validation Loss : 0.91, Validation Accuracy : 0.71 Epoch : 166, Train Loss : 0.91, Train Accuracy : 0.71, Validation Loss : 0.77, Validation Accuracy : 0.76 Epoch : 167, Train Loss : 0.93, Train Accuracy : 0.71, Validation Loss : 0.94, Validation Accuracy : 0.71 Epoch : 168, Train Loss : 0.95, Train Accuracy : 0.70, Validation Loss : 0.83, Validation Accuracy : 0.74 Epoch : 169, Train Loss : 0.92, Train Accuracy : 0.71, Validation Loss : 0.73, Validation Accuracy : 0.79 Epoch : 170, Train Loss : 0.92, Train Accuracy : 0.71, Validation Loss : 1.62, Validation Accuracy : 0.56 Epoch : 171, Train Loss : 0.93, Train Accuracy : 0.71, Validation Loss : 0.81, Validation Accuracy : 0.76 Epoch : 172, Train Loss : 0.92, Train Accuracy : 0.70, Validation Loss : 0.78, Validation Accuracy : 0.76 Epoch : 173, Train Loss : 0.91, Train Accuracy : 0.71, Validation Loss : 0.83, Validation Accuracy : 0.74 Epoch : 174, Train Loss : 0.93, Train Accuracy : 0.71, Validation Loss : 0.88, Validation Accuracy : 0.73 Epoch : 175, Train Loss : 0.92, Train Accuracy : 0.70, Validation Loss : 1.13, Validation Accuracy : 0.70 Epoch : 176, Train Loss : 0.90, Train Accuracy : 0.71, Validation Loss : 0.71, Validation Accuracy : 0.79 Epoch : 177, Train Loss : 0.92, Train Accuracy : 0.71, Validation Loss : 0.87, Validation Accuracy : 0.73 Epoch : 178, Train Loss : 0.90, Train Accuracy : 0.71, Validation Loss : 0.69, Validation Accuracy : 0.79 Epoch : 179, Train Loss : 0.91, Train Accuracy : 0.71, Validation Loss : 0.75, Validation Accuracy : 0.77 Epoch : 180, Train Loss : 0.89, Train Accuracy : 0.72, Validation Loss : 0.72, Validation Accuracy : 0.78 Epoch : 181, Train Loss : 0.88, Train Accuracy : 0.72, Validation Loss : 0.77, Validation Accuracy : 0.77 Epoch : 182, Train Loss : 0.90, Train Accuracy : 0.72, Validation Loss : 0.74, Validation Accuracy : 0.77 Epoch : 183, Train Loss : 0.90, Train Accuracy : 0.71, Validation Loss : 0.76, Validation Accuracy : 0.77 Epoch : 184, Train Loss : 0.88, Train Accuracy : 0.72, Validation Loss : 0.76, Validation Accuracy : 0.76 Epoch : 185, Train Loss : 0.89, Train Accuracy : 0.72, Validation Loss : 0.77, Validation Accuracy : 0.76 Epoch : 186, Train Loss : 0.90, Train Accuracy : 0.71, Validation Loss : 0.71, Validation Accuracy : 0.79 Epoch : 187, Train Loss : 0.87, Train Accuracy : 0.72, Validation Loss : 0.77, Validation Accuracy : 0.77 Epoch : 188, Train Loss : 0.89, Train Accuracy : 0.72, Validation Loss : 0.92, Validation Accuracy : 0.71 Epoch : 189, Train Loss : 0.89, Train Accuracy : 0.72, Validation Loss : 0.73, Validation Accuracy : 0.77 Epoch : 190, Train Loss : 0.89, Train Accuracy : 0.72, Validation Loss : 0.77, Validation Accuracy : 0.77 Epoch : 191, Train Loss : 0.88, Train Accuracy : 0.72, Validation Loss : 0.77, Validation Accuracy : 0.76 Epoch : 192, Train Loss : 0.88, Train Accuracy : 0.72, Validation Loss : 0.86, Validation Accuracy : 0.74 Epoch : 193, Train Loss : 0.87, Train Accuracy : 0.72, Validation Loss : 0.68, Validation Accuracy : 0.80 Epoch : 194, Train Loss : 0.89, Train Accuracy : 0.72, Validation Loss : 0.83, Validation Accuracy : 0.74 Epoch : 195, Train Loss : 0.89, Train Accuracy : 0.71, Validation Loss : 0.82, Validation Accuracy : 0.74 Epoch : 196, Train Loss : 0.89, Train Accuracy : 0.72, Validation Loss : 0.85, Validation Accuracy : 0.73 Epoch : 197, Train Loss : 0.87, Train Accuracy : 0.72, Validation Loss : 0.81, Validation Accuracy : 0.76 Epoch : 198, Train Loss : 0.86, Train Accuracy : 0.73, Validation Loss : 0.73, Validation Accuracy : 0.77 Epoch : 199, Train Loss : 0.87, Train Accuracy : 0.72, Validation Loss : 0.81, Validation Accuracy : 0.75 Epoch : 200, Train Loss : 0.87, Train Accuracy : 0.72, Validation Loss : 0.64, Validation Accuracy : 0.81 Epoch : 201, Train Loss : 0.84, Train Accuracy : 0.73, Validation Loss : 1.60, Validation Accuracy : 0.57 Epoch : 202, Train Loss : 0.91, Train Accuracy : 0.71, Validation Loss : 0.68, Validation Accuracy : 0.80 Epoch : 203, Train Loss : 0.85, Train Accuracy : 0.73, Validation Loss : 0.66, Validation Accuracy : 0.80 Epoch : 204, Train Loss : 0.87, Train Accuracy : 0.72, Validation Loss : 0.80, Validation Accuracy : 0.75 Epoch : 205, Train Loss : 0.85, Train Accuracy : 0.73, Validation Loss : 0.64, Validation Accuracy : 0.80 Epoch : 206, Train Loss : 0.85, Train Accuracy : 0.72, Validation Loss : 0.83, Validation Accuracy : 0.74 Epoch : 207, Train Loss : 0.85, Train Accuracy : 0.73, Validation Loss : 0.76, Validation Accuracy : 0.76 Epoch : 208, Train Loss : 0.87, Train Accuracy : 0.72, Validation Loss : 0.67, Validation Accuracy : 0.80 Epoch : 209, Train Loss : 0.85, Train Accuracy : 0.73, Validation Loss : 0.67, Validation Accuracy : 0.81 Epoch : 210, Train Loss : 0.86, Train Accuracy : 0.72, Validation Loss : 0.80, Validation Accuracy : 0.75 Epoch : 211, Train Loss : 0.84, Train Accuracy : 0.73, Validation Loss : 1.01, Validation Accuracy : 0.69 Epoch : 212, Train Loss : 0.89, Train Accuracy : 0.72, Validation Loss : 0.68, Validation Accuracy : 0.79 Epoch : 213, Train Loss : 0.86, Train Accuracy : 0.73, Validation Loss : 0.79, Validation Accuracy : 0.76 Epoch : 214, Train Loss : 0.84, Train Accuracy : 0.73, Validation Loss : 0.64, Validation Accuracy : 0.81 Epoch : 215, Train Loss : 0.86, Train Accuracy : 0.73, Validation Loss : 0.69, Validation Accuracy : 0.79 Epoch : 216, Train Loss : 0.84, Train Accuracy : 0.73, Validation Loss : 0.81, Validation Accuracy : 0.74 Epoch : 217, Train Loss : 0.83, Train Accuracy : 0.73, Validation Loss : 0.91, Validation Accuracy : 0.72 Epoch : 218, Train Loss : 0.84, Train Accuracy : 0.73, Validation Loss : 0.64, Validation Accuracy : 0.81 Epoch : 219, Train Loss : 0.85, Train Accuracy : 0.73, Validation Loss : 0.78, Validation Accuracy : 0.77 Epoch : 220, Train Loss : 0.86, Train Accuracy : 0.73, Validation Loss : 0.71, Validation Accuracy : 0.78 Epoch : 221, Train Loss : 0.84, Train Accuracy : 0.73, Validation Loss : 1.44, Validation Accuracy : 0.67 Epoch : 222, Train Loss : 0.86, Train Accuracy : 0.73, Validation Loss : 0.65, Validation Accuracy : 0.81 Epoch : 223, Train Loss : 0.83, Train Accuracy : 0.74, Validation Loss : 1.04, Validation Accuracy : 0.66 Epoch : 224, Train Loss : 0.85, Train Accuracy : 0.73, Validation Loss : 0.80, Validation Accuracy : 0.75 Epoch : 225, Train Loss : 0.85, Train Accuracy : 0.73, Validation Loss : 0.70, Validation Accuracy : 0.78 Epoch : 226, Train Loss : 0.84, Train Accuracy : 0.73, Validation Loss : 0.67, Validation Accuracy : 0.80 Epoch : 227, Train Loss : 0.85, Train Accuracy : 0.73, Validation Loss : 0.92, Validation Accuracy : 0.72 Epoch : 228, Train Loss : 0.86, Train Accuracy : 0.72, Validation Loss : 0.74, Validation Accuracy : 0.76 Epoch : 229, Train Loss : 0.85, Train Accuracy : 0.72, Validation Loss : 0.69, Validation Accuracy : 0.78 Epoch : 230, Train Loss : 0.83, Train Accuracy : 0.73, Validation Loss : 1.07, Validation Accuracy : 0.68 Epoch : 231, Train Loss : 0.86, Train Accuracy : 0.73, Validation Loss : 0.61, Validation Accuracy : 0.82 Epoch : 232, Train Loss : 0.85, Train Accuracy : 0.73, Validation Loss : 0.72, Validation Accuracy : 0.78 Epoch : 233, Train Loss : 0.84, Train Accuracy : 0.73, Validation Loss : 0.77, Validation Accuracy : 0.76 Epoch : 234, Train Loss : 0.85, Train Accuracy : 0.73, Validation Loss : 0.78, Validation Accuracy : 0.75 Epoch : 235, Train Loss : 0.84, Train Accuracy : 0.73, Validation Loss : 0.89, Validation Accuracy : 0.73 Epoch : 236, Train Loss : 0.86, Train Accuracy : 0.72, Validation Loss : 0.61, Validation Accuracy : 0.82 Epoch : 237, Train Loss : 0.81, Train Accuracy : 0.74, Validation Loss : 0.77, Validation Accuracy : 0.76 Epoch : 238, Train Loss : 0.81, Train Accuracy : 0.74, Validation Loss : 0.69, Validation Accuracy : 0.78 Epoch : 239, Train Loss : 0.82, Train Accuracy : 0.73, Validation Loss : 0.73, Validation Accuracy : 0.77 Epoch : 240, Train Loss : 0.83, Train Accuracy : 0.74, Validation Loss : 0.87, Validation Accuracy : 0.74 Epoch : 241, Train Loss : 0.87, Train Accuracy : 0.72, Validation Loss : 0.86, Validation Accuracy : 0.74 Epoch : 242, Train Loss : 0.82, Train Accuracy : 0.74, Validation Loss : 0.65, Validation Accuracy : 0.81 Epoch : 243, Train Loss : 0.82, Train Accuracy : 0.73, Validation Loss : 0.65, Validation Accuracy : 0.81 Epoch : 244, Train Loss : 0.82, Train Accuracy : 0.74, Validation Loss : 0.80, Validation Accuracy : 0.75 Epoch : 245, Train Loss : 0.83, Train Accuracy : 0.73, Validation Loss : 1.64, Validation Accuracy : 0.61 Epoch : 246, Train Loss : 0.84, Train Accuracy : 0.73, Validation Loss : 0.79, Validation Accuracy : 0.75 Epoch : 247, Train Loss : 0.81, Train Accuracy : 0.74, Validation Loss : 0.64, Validation Accuracy : 0.81 Epoch : 248, Train Loss : 0.81, Train Accuracy : 0.74, Validation Loss : 0.69, Validation Accuracy : 0.80 Epoch : 249, Train Loss : 0.83, Train Accuracy : 0.74, Validation Loss : 0.66, Validation Accuracy : 0.79 Epoch : 250, Train Loss : 0.84, Train Accuracy : 0.73, Validation Loss : 0.83, Validation Accuracy : 0.74 Epoch : 251, Train Loss : 0.82, Train Accuracy : 0.74, Validation Loss : 0.63, Validation Accuracy : 0.81 Epoch : 252, Train Loss : 0.81, Train Accuracy : 0.74, Validation Loss : 0.60, Validation Accuracy : 0.82 Epoch : 253, Train Loss : 0.80, Train Accuracy : 0.74, Validation Loss : 0.71, Validation Accuracy : 0.79 Epoch : 254, Train Loss : 0.80, Train Accuracy : 0.75, Validation Loss : 0.62, Validation Accuracy : 0.82 Epoch : 255, Train Loss : 0.80, Train Accuracy : 0.75, Validation Loss : 1.27, Validation Accuracy : 0.66 Epoch : 256, Train Loss : 0.83, Train Accuracy : 0.73, Validation Loss : 0.70, Validation Accuracy : 0.79 Epoch : 257, Train Loss : 0.81, Train Accuracy : 0.74, Validation Loss : 0.79, Validation Accuracy : 0.75 Epoch : 258, Train Loss : 0.82, Train Accuracy : 0.73, Validation Loss : 0.66, Validation Accuracy : 0.80 Epoch : 259, Train Loss : 0.81, Train Accuracy : 0.74, Validation Loss : 1.60, Validation Accuracy : 0.55 Epoch : 260, Train Loss : 0.82, Train Accuracy : 0.74, Validation Loss : 0.69, Validation Accuracy : 0.79 Epoch : 261, Train Loss : 0.81, Train Accuracy : 0.74, Validation Loss : 0.66, Validation Accuracy : 0.81 Epoch : 262, Train Loss : 0.81, Train Accuracy : 0.74, Validation Loss : 0.68, Validation Accuracy : 0.79 Epoch : 263, Train Loss : 0.80, Train Accuracy : 0.74, Validation Loss : 0.85, Validation Accuracy : 0.73 Epoch : 264, Train Loss : 0.81, Train Accuracy : 0.74, Validation Loss : 0.67, Validation Accuracy : 0.80 Epoch : 265, Train Loss : 0.79, Train Accuracy : 0.75, Validation Loss : 0.60, Validation Accuracy : 0.81 Epoch : 266, Train Loss : 0.79, Train Accuracy : 0.75, Validation Loss : 0.67, Validation Accuracy : 0.80 Epoch : 267, Train Loss : 0.80, Train Accuracy : 0.74, Validation Loss : 0.76, Validation Accuracy : 0.77 Epoch : 268, Train Loss : 0.78, Train Accuracy : 0.75, Validation Loss : 0.62, Validation Accuracy : 0.81 Epoch : 269, Train Loss : 0.80, Train Accuracy : 0.75, Validation Loss : 0.67, Validation Accuracy : 0.81 Epoch : 270, Train Loss : 0.78, Train Accuracy : 0.75, Validation Loss : 0.62, Validation Accuracy : 0.81 Epoch : 271, Train Loss : 0.79, Train Accuracy : 0.75, Validation Loss : 0.61, Validation Accuracy : 0.82 Epoch : 272, Train Loss : 0.78, Train Accuracy : 0.75, Validation Loss : 0.94, Validation Accuracy : 0.70 Epoch : 273, Train Loss : 0.83, Train Accuracy : 0.74, Validation Loss : 0.61, Validation Accuracy : 0.82 Epoch : 274, Train Loss : 0.81, Train Accuracy : 0.74, Validation Loss : 0.73, Validation Accuracy : 0.78 Epoch : 275, Train Loss : 0.80, Train Accuracy : 0.74, Validation Loss : 0.65, Validation Accuracy : 0.80 Epoch : 276, Train Loss : 0.80, Train Accuracy : 0.74, Validation Loss : 0.68, Validation Accuracy : 0.79 Epoch : 277, Train Loss : 0.79, Train Accuracy : 0.75, Validation Loss : 0.61, Validation Accuracy : 0.82 Epoch : 278, Train Loss : 0.76, Train Accuracy : 0.75, Validation Loss : 0.66, Validation Accuracy : 0.79 Epoch : 279, Train Loss : 0.79, Train Accuracy : 0.75, Validation Loss : 0.63, Validation Accuracy : 0.80 Epoch : 280, Train Loss : 0.77, Train Accuracy : 0.75, Validation Loss : 0.69, Validation Accuracy : 0.79 Epoch : 281, Train Loss : 0.77, Train Accuracy : 0.75, Validation Loss : 0.75, Validation Accuracy : 0.76 Epoch : 282, Train Loss : 0.79, Train Accuracy : 0.74, Validation Loss : 0.71, Validation Accuracy : 0.78 Epoch : 283, Train Loss : 0.76, Train Accuracy : 0.76, Validation Loss : 0.58, Validation Accuracy : 0.83 Epoch : 284, Train Loss : 0.78, Train Accuracy : 0.75, Validation Loss : 0.59, Validation Accuracy : 0.84 Epoch : 285, Train Loss : 0.79, Train Accuracy : 0.74, Validation Loss : 0.95, Validation Accuracy : 0.70 Epoch : 286, Train Loss : 0.78, Train Accuracy : 0.75, Validation Loss : 0.58, Validation Accuracy : 0.84 Epoch : 287, Train Loss : 0.79, Train Accuracy : 0.75, Validation Loss : 0.69, Validation Accuracy : 0.79 Epoch : 288, Train Loss : 0.78, Train Accuracy : 0.75, Validation Loss : 0.72, Validation Accuracy : 0.79 Epoch : 289, Train Loss : 0.79, Train Accuracy : 0.74, Validation Loss : 0.65, Validation Accuracy : 0.81 Epoch : 290, Train Loss : 0.76, Train Accuracy : 0.75, Validation Loss : 0.62, Validation Accuracy : 0.81 Epoch : 291, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.65, Validation Accuracy : 0.80 Epoch : 292, Train Loss : 0.78, Train Accuracy : 0.75, Validation Loss : 0.58, Validation Accuracy : 0.82 Epoch : 293, Train Loss : 0.76, Train Accuracy : 0.76, Validation Loss : 0.65, Validation Accuracy : 0.80 Epoch : 294, Train Loss : 0.76, Train Accuracy : 0.76, Validation Loss : 0.88, Validation Accuracy : 0.74 Epoch : 295, Train Loss : 0.77, Train Accuracy : 0.75, Validation Loss : 1.13, Validation Accuracy : 0.68 Epoch : 296, Train Loss : 0.80, Train Accuracy : 0.74, Validation Loss : 0.67, Validation Accuracy : 0.80 Epoch : 297, Train Loss : 0.76, Train Accuracy : 0.76, Validation Loss : 0.60, Validation Accuracy : 0.81 Epoch : 298, Train Loss : 0.76, Train Accuracy : 0.75, Validation Loss : 0.74, Validation Accuracy : 0.76 Epoch : 299, Train Loss : 0.78, Train Accuracy : 0.75, Validation Loss : 0.69, Validation Accuracy : 0.80 Epoch : 300, Train Loss : 0.78, Train Accuracy : 0.75, Validation Loss : 0.60, Validation Accuracy : 0.81 Epoch : 301, Train Loss : 0.76, Train Accuracy : 0.76, Validation Loss : 0.81, Validation Accuracy : 0.74 Epoch : 302, Train Loss : 0.79, Train Accuracy : 0.74, Validation Loss : 0.90, Validation Accuracy : 0.72 Epoch : 303, Train Loss : 0.82, Train Accuracy : 0.74, Validation Loss : 0.79, Validation Accuracy : 0.78 Epoch : 304, Train Loss : 0.77, Train Accuracy : 0.76, Validation Loss : 1.11, Validation Accuracy : 0.68 Epoch : 305, Train Loss : 0.77, Train Accuracy : 0.75, Validation Loss : 0.97, Validation Accuracy : 0.69 Epoch : 306, Train Loss : 0.79, Train Accuracy : 0.75, Validation Loss : 0.74, Validation Accuracy : 0.77 Epoch : 307, Train Loss : 0.77, Train Accuracy : 0.75, Validation Loss : 0.82, Validation Accuracy : 0.75 Epoch : 308, Train Loss : 0.81, Train Accuracy : 0.74, Validation Loss : 0.62, Validation Accuracy : 0.81 Epoch : 309, Train Loss : 0.76, Train Accuracy : 0.75, Validation Loss : 0.56, Validation Accuracy : 0.84 Epoch : 310, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 1.00, Validation Accuracy : 0.70 Epoch : 311, Train Loss : 0.78, Train Accuracy : 0.75, Validation Loss : 0.68, Validation Accuracy : 0.79 Epoch : 312, Train Loss : 0.77, Train Accuracy : 0.75, Validation Loss : 0.64, Validation Accuracy : 0.80 Epoch : 313, Train Loss : 0.76, Train Accuracy : 0.76, Validation Loss : 0.70, Validation Accuracy : 0.78 Epoch : 314, Train Loss : 0.78, Train Accuracy : 0.75, Validation Loss : 0.60, Validation Accuracy : 0.82 Epoch : 315, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.78, Validation Accuracy : 0.75 Epoch : 316, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.64, Validation Accuracy : 0.80 Epoch : 317, Train Loss : 0.76, Train Accuracy : 0.76, Validation Loss : 0.74, Validation Accuracy : 0.77 Epoch : 318, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.54, Validation Accuracy : 0.84 Epoch : 319, Train Loss : 0.76, Train Accuracy : 0.75, Validation Loss : 0.55, Validation Accuracy : 0.83 Epoch : 320, Train Loss : 0.78, Train Accuracy : 0.75, Validation Loss : 0.79, Validation Accuracy : 0.75 Epoch : 321, Train Loss : 0.79, Train Accuracy : 0.75, Validation Loss : 0.59, Validation Accuracy : 0.82 Epoch : 322, Train Loss : 0.78, Train Accuracy : 0.75, Validation Loss : 0.69, Validation Accuracy : 0.78 Epoch : 323, Train Loss : 0.76, Train Accuracy : 0.76, Validation Loss : 0.60, Validation Accuracy : 0.81 Epoch : 324, Train Loss : 0.76, Train Accuracy : 0.75, Validation Loss : 1.90, Validation Accuracy : 0.55 Epoch : 325, Train Loss : 0.86, Train Accuracy : 0.73, Validation Loss : 0.76, Validation Accuracy : 0.77 Epoch : 326, Train Loss : 0.77, Train Accuracy : 0.75, Validation Loss : 0.57, Validation Accuracy : 0.83 Epoch : 327, Train Loss : 0.78, Train Accuracy : 0.75, Validation Loss : 0.96, Validation Accuracy : 0.70 Epoch : 328, Train Loss : 0.81, Train Accuracy : 0.74, Validation Loss : 0.61, Validation Accuracy : 0.81 Epoch : 329, Train Loss : 0.76, Train Accuracy : 0.75, Validation Loss : 0.61, Validation Accuracy : 0.81 Epoch : 330, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.59, Validation Accuracy : 0.83 Epoch : 331, Train Loss : 0.77, Train Accuracy : 0.75, Validation Loss : 0.73, Validation Accuracy : 0.78 Epoch : 332, Train Loss : 0.76, Train Accuracy : 0.76, Validation Loss : 0.59, Validation Accuracy : 0.83 Epoch : 333, Train Loss : 0.76, Train Accuracy : 0.76, Validation Loss : 0.64, Validation Accuracy : 0.80 Epoch : 334, Train Loss : 0.76, Train Accuracy : 0.75, Validation Loss : 0.58, Validation Accuracy : 0.83 Epoch : 335, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.74, Validation Accuracy : 0.78 Epoch : 336, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.64, Validation Accuracy : 0.81 Epoch : 337, Train Loss : 0.76, Train Accuracy : 0.75, Validation Loss : 0.66, Validation Accuracy : 0.80 Epoch : 338, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.71, Validation Accuracy : 0.78 Epoch : 339, Train Loss : 0.77, Train Accuracy : 0.75, Validation Loss : 0.61, Validation Accuracy : 0.81 Epoch : 340, Train Loss : 0.73, Train Accuracy : 0.76, Validation Loss : 0.56, Validation Accuracy : 0.84 Epoch : 341, Train Loss : 0.74, Train Accuracy : 0.76, Validation Loss : 0.54, Validation Accuracy : 0.84 Epoch : 342, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.54, Validation Accuracy : 0.84 Epoch : 343, Train Loss : 0.74, Train Accuracy : 0.76, Validation Loss : 0.72, Validation Accuracy : 0.78 Epoch : 344, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.55, Validation Accuracy : 0.83 Epoch : 345, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 1.06, Validation Accuracy : 0.68 Epoch : 346, Train Loss : 0.77, Train Accuracy : 0.76, Validation Loss : 0.59, Validation Accuracy : 0.82 Epoch : 347, Train Loss : 0.76, Train Accuracy : 0.76, Validation Loss : 0.63, Validation Accuracy : 0.81 Epoch : 348, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.77, Validation Accuracy : 0.77 Epoch : 349, Train Loss : 0.76, Train Accuracy : 0.75, Validation Loss : 0.62, Validation Accuracy : 0.80 Epoch : 350, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.59, Validation Accuracy : 0.82 Epoch : 351, Train Loss : 0.76, Train Accuracy : 0.75, Validation Loss : 0.94, Validation Accuracy : 0.71 Epoch : 352, Train Loss : 0.74, Train Accuracy : 0.76, Validation Loss : 0.68, Validation Accuracy : 0.79 Epoch : 353, Train Loss : 0.73, Train Accuracy : 0.76, Validation Loss : 0.53, Validation Accuracy : 0.85 Epoch : 354, Train Loss : 0.74, Train Accuracy : 0.76, Validation Loss : 0.61, Validation Accuracy : 0.82 Epoch : 355, Train Loss : 0.76, Train Accuracy : 0.75, Validation Loss : 1.22, Validation Accuracy : 0.69 Epoch : 356, Train Loss : 0.76, Train Accuracy : 0.76, Validation Loss : 0.56, Validation Accuracy : 0.83 Epoch : 357, Train Loss : 0.73, Train Accuracy : 0.77, Validation Loss : 0.56, Validation Accuracy : 0.82 Epoch : 358, Train Loss : 0.76, Train Accuracy : 0.75, Validation Loss : 0.64, Validation Accuracy : 0.80 Epoch : 359, Train Loss : 0.74, Train Accuracy : 0.76, Validation Loss : 0.52, Validation Accuracy : 0.85 Epoch : 360, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.59, Validation Accuracy : 0.82 Epoch : 361, Train Loss : 0.73, Train Accuracy : 0.76, Validation Loss : 1.12, Validation Accuracy : 0.67 Epoch : 362, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.65, Validation Accuracy : 0.79 Epoch : 363, Train Loss : 0.73, Train Accuracy : 0.76, Validation Loss : 0.75, Validation Accuracy : 0.78 Epoch : 364, Train Loss : 0.73, Train Accuracy : 0.77, Validation Loss : 0.51, Validation Accuracy : 0.85 Epoch : 365, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.62, Validation Accuracy : 0.81 Epoch : 366, Train Loss : 0.74, Train Accuracy : 0.76, Validation Loss : 0.53, Validation Accuracy : 0.85 Epoch : 367, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.65, Validation Accuracy : 0.80 Epoch : 368, Train Loss : 0.72, Train Accuracy : 0.76, Validation Loss : 0.66, Validation Accuracy : 0.80 Epoch : 369, Train Loss : 0.73, Train Accuracy : 0.76, Validation Loss : 0.56, Validation Accuracy : 0.84 Epoch : 370, Train Loss : 0.73, Train Accuracy : 0.76, Validation Loss : 0.53, Validation Accuracy : 0.84 Epoch : 371, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 1.65, Validation Accuracy : 0.65 Epoch : 372, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.52, Validation Accuracy : 0.85 Epoch : 373, Train Loss : 0.71, Train Accuracy : 0.77, Validation Loss : 0.56, Validation Accuracy : 0.82 Epoch : 374, Train Loss : 0.74, Train Accuracy : 0.76, Validation Loss : 0.54, Validation Accuracy : 0.84 Epoch : 375, Train Loss : 0.70, Train Accuracy : 0.78, Validation Loss : 0.51, Validation Accuracy : 0.85 Epoch : 376, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.64, Validation Accuracy : 0.80 Epoch : 377, Train Loss : 0.71, Train Accuracy : 0.77, Validation Loss : 0.66, Validation Accuracy : 0.79 Epoch : 378, Train Loss : 0.74, Train Accuracy : 0.77, Validation Loss : 0.57, Validation Accuracy : 0.83 Epoch : 379, Train Loss : 0.71, Train Accuracy : 0.77, Validation Loss : 1.42, Validation Accuracy : 0.61 Epoch : 380, Train Loss : 0.78, Train Accuracy : 0.75, Validation Loss : 0.51, Validation Accuracy : 0.86 Epoch : 381, Train Loss : 0.73, Train Accuracy : 0.76, Validation Loss : 0.49, Validation Accuracy : 0.86 Epoch : 382, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.64, Validation Accuracy : 0.80 Epoch : 383, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.53, Validation Accuracy : 0.85 Epoch : 384, Train Loss : 0.71, Train Accuracy : 0.77, Validation Loss : 1.18, Validation Accuracy : 0.64 Epoch : 385, Train Loss : 0.77, Train Accuracy : 0.75, Validation Loss : 0.79, Validation Accuracy : 0.76 Epoch : 386, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.94, Validation Accuracy : 0.72 Epoch : 387, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.61, Validation Accuracy : 0.81 Epoch : 388, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 1.15, Validation Accuracy : 0.68 Epoch : 389, Train Loss : 0.73, Train Accuracy : 0.77, Validation Loss : 0.68, Validation Accuracy : 0.80 Epoch : 390, Train Loss : 0.74, Train Accuracy : 0.76, Validation Loss : 0.56, Validation Accuracy : 0.84 Epoch : 391, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.78, Validation Accuracy : 0.76 Epoch : 392, Train Loss : 0.71, Train Accuracy : 0.77, Validation Loss : 0.74, Validation Accuracy : 0.78 Epoch : 393, Train Loss : 0.71, Train Accuracy : 0.77, Validation Loss : 0.55, Validation Accuracy : 0.83 Epoch : 394, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.55, Validation Accuracy : 0.83 Epoch : 395, Train Loss : 0.69, Train Accuracy : 0.77, Validation Loss : 0.52, Validation Accuracy : 0.85 Epoch : 396, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.59, Validation Accuracy : 0.82 Epoch : 397, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.49, Validation Accuracy : 0.86 Epoch : 398, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.58, Validation Accuracy : 0.82 Epoch : 399, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.52, Validation Accuracy : 0.84 Epoch : 400, Train Loss : 0.70, Train Accuracy : 0.77, Validation Loss : 0.57, Validation Accuracy : 0.83 Epoch : 401, Train Loss : 0.73, Train Accuracy : 0.76, Validation Loss : 0.66, Validation Accuracy : 0.80 Epoch : 402, Train Loss : 0.70, Train Accuracy : 0.77, Validation Loss : 0.51, Validation Accuracy : 0.85 Epoch : 403, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.59, Validation Accuracy : 0.82 Epoch : 404, Train Loss : 0.73, Train Accuracy : 0.77, Validation Loss : 0.68, Validation Accuracy : 0.79 Epoch : 405, Train Loss : 0.74, Train Accuracy : 0.76, Validation Loss : 0.70, Validation Accuracy : 0.79 Epoch : 406, Train Loss : 0.68, Train Accuracy : 0.78, Validation Loss : 0.53, Validation Accuracy : 0.83 Epoch : 407, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.54, Validation Accuracy : 0.84 Epoch : 408, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.51, Validation Accuracy : 0.85 Epoch : 409, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.56, Validation Accuracy : 0.83 Epoch : 410, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.57, Validation Accuracy : 0.83 Epoch : 411, Train Loss : 0.68, Train Accuracy : 0.78, Validation Loss : 0.58, Validation Accuracy : 0.82 Epoch : 412, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.54, Validation Accuracy : 0.84 Epoch : 413, Train Loss : 0.70, Train Accuracy : 0.77, Validation Loss : 0.65, Validation Accuracy : 0.79 Epoch : 414, Train Loss : 0.68, Train Accuracy : 0.78, Validation Loss : 0.50, Validation Accuracy : 0.85 Epoch : 415, Train Loss : 0.71, Train Accuracy : 0.77, Validation Loss : 0.63, Validation Accuracy : 0.80 Epoch : 416, Train Loss : 0.70, Train Accuracy : 0.77, Validation Loss : 0.64, Validation Accuracy : 0.80 Epoch : 417, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.52, Validation Accuracy : 0.84 Epoch : 418, Train Loss : 0.71, Train Accuracy : 0.77, Validation Loss : 0.52, Validation Accuracy : 0.85 Epoch : 419, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.50, Validation Accuracy : 0.86 Epoch : 420, Train Loss : 0.71, Train Accuracy : 0.77, Validation Loss : 0.49, Validation Accuracy : 0.87 Epoch : 421, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.53, Validation Accuracy : 0.85 Epoch : 422, Train Loss : 0.70, Train Accuracy : 0.78, Validation Loss : 0.58, Validation Accuracy : 0.83 Epoch : 423, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.66, Validation Accuracy : 0.80 Epoch : 424, Train Loss : 0.71, Train Accuracy : 0.77, Validation Loss : 0.50, Validation Accuracy : 0.86 Epoch : 425, Train Loss : 0.68, Train Accuracy : 0.78, Validation Loss : 0.57, Validation Accuracy : 0.83 Epoch : 426, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.60, Validation Accuracy : 0.81 Epoch : 427, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.75, Validation Accuracy : 0.78 Epoch : 428, Train Loss : 0.70, Train Accuracy : 0.78, Validation Loss : 0.51, Validation Accuracy : 0.84 Epoch : 429, Train Loss : 0.68, Train Accuracy : 0.78, Validation Loss : 0.59, Validation Accuracy : 0.82 Epoch : 430, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.51, Validation Accuracy : 0.85 Epoch : 431, Train Loss : 0.67, Train Accuracy : 0.78, Validation Loss : 0.49, Validation Accuracy : 0.85 Epoch : 432, Train Loss : 0.71, Train Accuracy : 0.77, Validation Loss : 0.71, Validation Accuracy : 0.78 Epoch : 433, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.88, Validation Accuracy : 0.74 Epoch : 434, Train Loss : 0.73, Train Accuracy : 0.76, Validation Loss : 0.60, Validation Accuracy : 0.82 Epoch : 435, Train Loss : 0.73, Train Accuracy : 0.76, Validation Loss : 0.58, Validation Accuracy : 0.82 Epoch : 436, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 3.47, Validation Accuracy : 0.52 Epoch : 437, Train Loss : 0.81, Train Accuracy : 0.76, Validation Loss : 0.87, Validation Accuracy : 0.73 Epoch : 438, Train Loss : 0.74, Train Accuracy : 0.76, Validation Loss : 0.58, Validation Accuracy : 0.82 Epoch : 439, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.54, Validation Accuracy : 0.84 Epoch : 440, Train Loss : 0.70, Train Accuracy : 0.78, Validation Loss : 0.62, Validation Accuracy : 0.82 Epoch : 441, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.81, Validation Accuracy : 0.75 Epoch : 442, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.55, Validation Accuracy : 0.84 Epoch : 443, Train Loss : 0.69, Train Accuracy : 0.77, Validation Loss : 1.35, Validation Accuracy : 0.65 Epoch : 444, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.68, Validation Accuracy : 0.80 Epoch : 445, Train Loss : 0.71, Train Accuracy : 0.77, Validation Loss : 0.56, Validation Accuracy : 0.84 Epoch : 446, Train Loss : 0.70, Train Accuracy : 0.78, Validation Loss : 0.51, Validation Accuracy : 0.85 Epoch : 447, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.48, Validation Accuracy : 0.85 Epoch : 448, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.54, Validation Accuracy : 0.84 Epoch : 449, Train Loss : 0.68, Train Accuracy : 0.78, Validation Loss : 0.56, Validation Accuracy : 0.83 Epoch : 450, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.55, Validation Accuracy : 0.84 Epoch : 451, Train Loss : 0.70, Train Accuracy : 0.77, Validation Loss : 1.38, Validation Accuracy : 0.62 Epoch : 452, Train Loss : 0.77, Train Accuracy : 0.75, Validation Loss : 0.59, Validation Accuracy : 0.82 Epoch : 453, Train Loss : 0.71, Train Accuracy : 0.77, Validation Loss : 1.20, Validation Accuracy : 0.64 Epoch : 454, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.51, Validation Accuracy : 0.84 Epoch : 455, Train Loss : 0.70, Train Accuracy : 0.77, Validation Loss : 0.62, Validation Accuracy : 0.80 Epoch : 456, Train Loss : 0.68, Train Accuracy : 0.78, Validation Loss : 0.50, Validation Accuracy : 0.85 Epoch : 457, Train Loss : 0.67, Train Accuracy : 0.78, Validation Loss : 0.60, Validation Accuracy : 0.81 Epoch : 458, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.50, Validation Accuracy : 0.85 Epoch : 459, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.50, Validation Accuracy : 0.85 Epoch : 460, Train Loss : 0.67, Train Accuracy : 0.79, Validation Loss : 0.50, Validation Accuracy : 0.85 Epoch : 461, Train Loss : 0.67, Train Accuracy : 0.78, Validation Loss : 0.50, Validation Accuracy : 0.85 Epoch : 462, Train Loss : 0.70, Train Accuracy : 0.77, Validation Loss : 0.51, Validation Accuracy : 0.85 Epoch : 463, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.51, Validation Accuracy : 0.84 Epoch : 464, Train Loss : 0.65, Train Accuracy : 0.79, Validation Loss : 0.56, Validation Accuracy : 0.84 Epoch : 465, Train Loss : 0.66, Train Accuracy : 0.78, Validation Loss : 0.48, Validation Accuracy : 0.86 Epoch : 466, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.71, Validation Accuracy : 0.78 Epoch : 467, Train Loss : 0.72, Train Accuracy : 0.77, Validation Loss : 0.62, Validation Accuracy : 0.81 Epoch : 468, Train Loss : 0.70, Train Accuracy : 0.77, Validation Loss : 0.77, Validation Accuracy : 0.77 Epoch : 469, Train Loss : 0.71, Train Accuracy : 0.78, Validation Loss : 0.52, Validation Accuracy : 0.85 Epoch : 470, Train Loss : 0.66, Train Accuracy : 0.79, Validation Loss : 0.50, Validation Accuracy : 0.85 Epoch : 471, Train Loss : 0.68, Train Accuracy : 0.78, Validation Loss : 0.50, Validation Accuracy : 0.86 Epoch : 472, Train Loss : 0.66, Train Accuracy : 0.79, Validation Loss : 0.54, Validation Accuracy : 0.84 Epoch : 473, Train Loss : 0.66, Train Accuracy : 0.79, Validation Loss : 0.47, Validation Accuracy : 0.86 Epoch : 474, Train Loss : 0.70, Train Accuracy : 0.78, Validation Loss : 0.97, Validation Accuracy : 0.71 Epoch : 475, Train Loss : 0.67, Train Accuracy : 0.78, Validation Loss : 0.54, Validation Accuracy : 0.83 Epoch : 476, Train Loss : 0.67, Train Accuracy : 0.78, Validation Loss : 0.52, Validation Accuracy : 0.84 Epoch : 477, Train Loss : 0.68, Train Accuracy : 0.78, Validation Loss : 0.49, Validation Accuracy : 0.87 Epoch : 478, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.49, Validation Accuracy : 0.85 Epoch : 479, Train Loss : 0.68, Train Accuracy : 0.78, Validation Loss : 0.46, Validation Accuracy : 0.87 Epoch : 480, Train Loss : 0.67, Train Accuracy : 0.78, Validation Loss : 0.68, Validation Accuracy : 0.79 Epoch : 481, Train Loss : 0.68, Train Accuracy : 0.78, Validation Loss : 0.47, Validation Accuracy : 0.86 Epoch : 482, Train Loss : 0.68, Train Accuracy : 0.78, Validation Loss : 0.50, Validation Accuracy : 0.85 Epoch : 483, Train Loss : 0.68, Train Accuracy : 0.78, Validation Loss : 0.53, Validation Accuracy : 0.84 Epoch : 484, Train Loss : 0.67, Train Accuracy : 0.79, Validation Loss : 0.57, Validation Accuracy : 0.82 Epoch : 485, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.54, Validation Accuracy : 0.83 Epoch : 486, Train Loss : 0.66, Train Accuracy : 0.79, Validation Loss : 0.50, Validation Accuracy : 0.85 Epoch : 487, Train Loss : 0.69, Train Accuracy : 0.77, Validation Loss : 0.47, Validation Accuracy : 0.87 Epoch : 488, Train Loss : 0.68, Train Accuracy : 0.78, Validation Loss : 0.88, Validation Accuracy : 0.74 Epoch : 489, Train Loss : 0.71, Train Accuracy : 0.78, Validation Loss : 0.56, Validation Accuracy : 0.83 Epoch : 490, Train Loss : 0.70, Train Accuracy : 0.78, Validation Loss : 0.65, Validation Accuracy : 0.79 Epoch : 491, Train Loss : 0.70, Train Accuracy : 0.78, Validation Loss : 1.40, Validation Accuracy : 0.63 Epoch : 492, Train Loss : 0.75, Train Accuracy : 0.76, Validation Loss : 0.61, Validation Accuracy : 0.82 Epoch : 493, Train Loss : 0.68, Train Accuracy : 0.79, Validation Loss : 0.61, Validation Accuracy : 0.81 Epoch : 494, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.78, Validation Accuracy : 0.76 Epoch : 495, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.47, Validation Accuracy : 0.86 Epoch : 496, Train Loss : 0.69, Train Accuracy : 0.78, Validation Loss : 0.52, Validation Accuracy : 0.84 Epoch : 497, Train Loss : 0.68, Train Accuracy : 0.78, Validation Loss : 0.64, Validation Accuracy : 0.80 Epoch : 498, Train Loss : 0.70, Train Accuracy : 0.77, Validation Loss : 0.54, Validation Accuracy : 0.84 Epoch : 499, Train Loss : 0.66, Train Accuracy : 0.79, Validation Loss : 0.49, Validation Accuracy : 0.86
fig, (ax1, ax2) = plt.subplots(1,2, figsize=(15,6))
fig.suptitle(f"model_nn_5_layers_simple : 500 Epochs, 0.01 SGD", fontsize=16)
ax1.plot(history4['train_acc'], label='train accuracy')
ax1.plot(history4['valid_acc'], label='valid accuracy')
ax1.legend()
ax2.plot(history4['train_loss'], label='train loss')
ax2.plot(history4['valid_loss'], label='valid loss')
ax2.legend()
fig.show()
model_3_layers = NNModel_3Layers(input_size, output_size)
history5 = fit(model_3_layers, train_dl, test_dl, 500, 0.001, optim=torch.optim.SGD)
Epoch : 0, Train Loss : 2.46, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 1, Train Loss : 2.31, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 2, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 3, Train Loss : 2.31, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 4, Train Loss : 2.31, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 5, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 6, Train Loss : 2.30, Train Accuracy : 0.11, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 7, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 8, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 9, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 10, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.11 Epoch : 11, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 12, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 13, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 14, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 15, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 16, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 17, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.30, Validation Accuracy : 0.12 Epoch : 18, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 19, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.13 Epoch : 20, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 21, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.29, Validation Accuracy : 0.13 Epoch : 22, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.29, Validation Accuracy : 0.13 Epoch : 23, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.29, Validation Accuracy : 0.13 Epoch : 24, Train Loss : 2.29, Train Accuracy : 0.13, Validation Loss : 2.28, Validation Accuracy : 0.13 Epoch : 25, Train Loss : 2.28, Train Accuracy : 0.13, Validation Loss : 2.28, Validation Accuracy : 0.14 Epoch : 26, Train Loss : 2.29, Train Accuracy : 0.14, Validation Loss : 2.28, Validation Accuracy : 0.13 Epoch : 27, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.28, Validation Accuracy : 0.14 Epoch : 28, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.28, Validation Accuracy : 0.14 Epoch : 29, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.28, Validation Accuracy : 0.14 Epoch : 30, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.27, Validation Accuracy : 0.14 Epoch : 31, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.27, Validation Accuracy : 0.14 Epoch : 32, Train Loss : 2.27, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 33, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 34, Train Loss : 2.27, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 35, Train Loss : 2.28, Train Accuracy : 0.14, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 36, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 37, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.25, Validation Accuracy : 0.16 Epoch : 38, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 39, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 40, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 41, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.17 Epoch : 42, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.22, Validation Accuracy : 0.18 Epoch : 43, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.17 Epoch : 44, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.18 Epoch : 45, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.24, Validation Accuracy : 0.17 Epoch : 46, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 47, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 48, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 49, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.20, Validation Accuracy : 0.17 Epoch : 50, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.20, Validation Accuracy : 0.17 Epoch : 51, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 52, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.18 Epoch : 53, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.20, Validation Accuracy : 0.18 Epoch : 54, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 55, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 56, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.17 Epoch : 57, Train Loss : 2.25, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 58, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.20, Validation Accuracy : 0.18 Epoch : 59, Train Loss : 2.24, Train Accuracy : 0.17, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 60, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.20, Validation Accuracy : 0.18 Epoch : 61, Train Loss : 2.24, Train Accuracy : 0.17, Validation Loss : 2.20, Validation Accuracy : 0.18 Epoch : 62, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.21, Validation Accuracy : 0.18 Epoch : 63, Train Loss : 2.23, Train Accuracy : 0.16, Validation Loss : 2.19, Validation Accuracy : 0.19 Epoch : 64, Train Loss : 2.24, Train Accuracy : 0.17, Validation Loss : 2.20, Validation Accuracy : 0.19 Epoch : 65, Train Loss : 2.23, Train Accuracy : 0.17, Validation Loss : 2.20, Validation Accuracy : 0.20 Epoch : 66, Train Loss : 2.23, Train Accuracy : 0.17, Validation Loss : 2.19, Validation Accuracy : 0.20 Epoch : 67, Train Loss : 2.23, Train Accuracy : 0.17, Validation Loss : 2.18, Validation Accuracy : 0.20 Epoch : 68, Train Loss : 2.21, Train Accuracy : 0.18, Validation Loss : 2.17, Validation Accuracy : 0.21 Epoch : 69, Train Loss : 2.21, Train Accuracy : 0.18, Validation Loss : 2.17, Validation Accuracy : 0.21 Epoch : 70, Train Loss : 2.21, Train Accuracy : 0.18, Validation Loss : 2.15, Validation Accuracy : 0.22 Epoch : 71, Train Loss : 2.20, Train Accuracy : 0.19, Validation Loss : 2.14, Validation Accuracy : 0.22 Epoch : 72, Train Loss : 2.20, Train Accuracy : 0.19, Validation Loss : 2.13, Validation Accuracy : 0.21 Epoch : 73, Train Loss : 2.19, Train Accuracy : 0.19, Validation Loss : 2.14, Validation Accuracy : 0.23 Epoch : 74, Train Loss : 2.19, Train Accuracy : 0.19, Validation Loss : 2.14, Validation Accuracy : 0.23 Epoch : 75, Train Loss : 2.18, Train Accuracy : 0.19, Validation Loss : 2.13, Validation Accuracy : 0.23 Epoch : 76, Train Loss : 2.19, Train Accuracy : 0.19, Validation Loss : 2.14, Validation Accuracy : 0.23 Epoch : 77, Train Loss : 2.18, Train Accuracy : 0.20, Validation Loss : 2.12, Validation Accuracy : 0.23 Epoch : 78, Train Loss : 2.18, Train Accuracy : 0.19, Validation Loss : 2.13, Validation Accuracy : 0.24 Epoch : 79, Train Loss : 2.18, Train Accuracy : 0.20, Validation Loss : 2.12, Validation Accuracy : 0.24 Epoch : 80, Train Loss : 2.18, Train Accuracy : 0.19, Validation Loss : 2.12, Validation Accuracy : 0.23 Epoch : 81, Train Loss : 2.17, Train Accuracy : 0.20, Validation Loss : 2.09, Validation Accuracy : 0.22 Epoch : 82, Train Loss : 2.18, Train Accuracy : 0.20, Validation Loss : 2.12, Validation Accuracy : 0.24 Epoch : 83, Train Loss : 2.17, Train Accuracy : 0.20, Validation Loss : 2.11, Validation Accuracy : 0.24 Epoch : 84, Train Loss : 2.17, Train Accuracy : 0.20, Validation Loss : 2.11, Validation Accuracy : 0.24 Epoch : 85, Train Loss : 2.17, Train Accuracy : 0.20, Validation Loss : 2.10, Validation Accuracy : 0.24 Epoch : 86, Train Loss : 2.16, Train Accuracy : 0.20, Validation Loss : 2.09, Validation Accuracy : 0.24 Epoch : 87, Train Loss : 2.17, Train Accuracy : 0.20, Validation Loss : 2.11, Validation Accuracy : 0.25 Epoch : 88, Train Loss : 2.17, Train Accuracy : 0.20, Validation Loss : 2.10, Validation Accuracy : 0.24 Epoch : 89, Train Loss : 2.16, Train Accuracy : 0.21, Validation Loss : 2.10, Validation Accuracy : 0.25 Epoch : 90, Train Loss : 2.16, Train Accuracy : 0.20, Validation Loss : 2.09, Validation Accuracy : 0.25 Epoch : 91, Train Loss : 2.14, Train Accuracy : 0.21, Validation Loss : 2.09, Validation Accuracy : 0.25 Epoch : 92, Train Loss : 2.16, Train Accuracy : 0.20, Validation Loss : 2.07, Validation Accuracy : 0.25 Epoch : 93, Train Loss : 2.15, Train Accuracy : 0.21, Validation Loss : 2.08, Validation Accuracy : 0.25 Epoch : 94, Train Loss : 2.14, Train Accuracy : 0.21, Validation Loss : 2.09, Validation Accuracy : 0.26 Epoch : 95, Train Loss : 2.15, Train Accuracy : 0.21, Validation Loss : 2.06, Validation Accuracy : 0.24 Epoch : 96, Train Loss : 2.14, Train Accuracy : 0.21, Validation Loss : 2.07, Validation Accuracy : 0.25 Epoch : 97, Train Loss : 2.13, Train Accuracy : 0.21, Validation Loss : 2.07, Validation Accuracy : 0.26 Epoch : 98, Train Loss : 2.13, Train Accuracy : 0.22, Validation Loss : 2.07, Validation Accuracy : 0.26 Epoch : 99, Train Loss : 2.14, Train Accuracy : 0.22, Validation Loss : 2.06, Validation Accuracy : 0.26 Epoch : 100, Train Loss : 2.14, Train Accuracy : 0.22, Validation Loss : 2.05, Validation Accuracy : 0.26 Epoch : 101, Train Loss : 2.13, Train Accuracy : 0.22, Validation Loss : 2.05, Validation Accuracy : 0.27 Epoch : 102, Train Loss : 2.11, Train Accuracy : 0.23, Validation Loss : 2.04, Validation Accuracy : 0.28 Epoch : 103, Train Loss : 2.12, Train Accuracy : 0.23, Validation Loss : 2.05, Validation Accuracy : 0.29 Epoch : 104, Train Loss : 2.11, Train Accuracy : 0.23, Validation Loss : 2.04, Validation Accuracy : 0.28 Epoch : 105, Train Loss : 2.12, Train Accuracy : 0.23, Validation Loss : 2.04, Validation Accuracy : 0.29 Epoch : 106, Train Loss : 2.11, Train Accuracy : 0.23, Validation Loss : 2.03, Validation Accuracy : 0.29 Epoch : 107, Train Loss : 2.10, Train Accuracy : 0.24, Validation Loss : 2.00, Validation Accuracy : 0.31 Epoch : 108, Train Loss : 2.11, Train Accuracy : 0.23, Validation Loss : 2.00, Validation Accuracy : 0.30 Epoch : 109, Train Loss : 2.09, Train Accuracy : 0.25, Validation Loss : 2.01, Validation Accuracy : 0.31 Epoch : 110, Train Loss : 2.10, Train Accuracy : 0.24, Validation Loss : 1.98, Validation Accuracy : 0.32 Epoch : 111, Train Loss : 2.10, Train Accuracy : 0.24, Validation Loss : 1.98, Validation Accuracy : 0.31 Epoch : 112, Train Loss : 2.09, Train Accuracy : 0.25, Validation Loss : 1.99, Validation Accuracy : 0.32 Epoch : 113, Train Loss : 2.09, Train Accuracy : 0.25, Validation Loss : 1.99, Validation Accuracy : 0.32 Epoch : 114, Train Loss : 2.08, Train Accuracy : 0.25, Validation Loss : 1.98, Validation Accuracy : 0.32 Epoch : 115, Train Loss : 2.05, Train Accuracy : 0.26, Validation Loss : 1.97, Validation Accuracy : 0.32 Epoch : 116, Train Loss : 2.06, Train Accuracy : 0.25, Validation Loss : 1.97, Validation Accuracy : 0.33 Epoch : 117, Train Loss : 2.08, Train Accuracy : 0.25, Validation Loss : 1.97, Validation Accuracy : 0.33 Epoch : 118, Train Loss : 2.06, Train Accuracy : 0.25, Validation Loss : 1.97, Validation Accuracy : 0.32 Epoch : 119, Train Loss : 2.07, Train Accuracy : 0.26, Validation Loss : 1.96, Validation Accuracy : 0.32 Epoch : 120, Train Loss : 2.05, Train Accuracy : 0.26, Validation Loss : 1.92, Validation Accuracy : 0.33 Epoch : 121, Train Loss : 2.05, Train Accuracy : 0.26, Validation Loss : 1.94, Validation Accuracy : 0.34 Epoch : 122, Train Loss : 2.05, Train Accuracy : 0.27, Validation Loss : 1.92, Validation Accuracy : 0.35 Epoch : 123, Train Loss : 2.06, Train Accuracy : 0.25, Validation Loss : 1.92, Validation Accuracy : 0.34 Epoch : 124, Train Loss : 2.02, Train Accuracy : 0.28, Validation Loss : 1.90, Validation Accuracy : 0.35 Epoch : 125, Train Loss : 2.03, Train Accuracy : 0.27, Validation Loss : 1.89, Validation Accuracy : 0.34 Epoch : 126, Train Loss : 2.02, Train Accuracy : 0.27, Validation Loss : 1.89, Validation Accuracy : 0.37 Epoch : 127, Train Loss : 2.00, Train Accuracy : 0.28, Validation Loss : 1.87, Validation Accuracy : 0.36 Epoch : 128, Train Loss : 2.00, Train Accuracy : 0.28, Validation Loss : 1.86, Validation Accuracy : 0.37 Epoch : 129, Train Loss : 1.99, Train Accuracy : 0.28, Validation Loss : 1.85, Validation Accuracy : 0.37 Epoch : 130, Train Loss : 2.00, Train Accuracy : 0.28, Validation Loss : 1.85, Validation Accuracy : 0.38 Epoch : 131, Train Loss : 1.98, Train Accuracy : 0.29, Validation Loss : 1.84, Validation Accuracy : 0.39 Epoch : 132, Train Loss : 1.99, Train Accuracy : 0.28, Validation Loss : 1.84, Validation Accuracy : 0.38 Epoch : 133, Train Loss : 1.96, Train Accuracy : 0.29, Validation Loss : 1.82, Validation Accuracy : 0.38 Epoch : 134, Train Loss : 1.98, Train Accuracy : 0.29, Validation Loss : 1.84, Validation Accuracy : 0.40 Epoch : 135, Train Loss : 1.98, Train Accuracy : 0.29, Validation Loss : 1.85, Validation Accuracy : 0.39 Epoch : 136, Train Loss : 1.97, Train Accuracy : 0.29, Validation Loss : 1.82, Validation Accuracy : 0.40 Epoch : 137, Train Loss : 1.96, Train Accuracy : 0.29, Validation Loss : 1.81, Validation Accuracy : 0.40 Epoch : 138, Train Loss : 1.96, Train Accuracy : 0.29, Validation Loss : 1.81, Validation Accuracy : 0.39 Epoch : 139, Train Loss : 1.95, Train Accuracy : 0.30, Validation Loss : 1.81, Validation Accuracy : 0.39 Epoch : 140, Train Loss : 1.95, Train Accuracy : 0.29, Validation Loss : 1.81, Validation Accuracy : 0.41 Epoch : 141, Train Loss : 1.94, Train Accuracy : 0.30, Validation Loss : 1.79, Validation Accuracy : 0.41 Epoch : 142, Train Loss : 1.93, Train Accuracy : 0.31, Validation Loss : 1.79, Validation Accuracy : 0.41 Epoch : 143, Train Loss : 1.92, Train Accuracy : 0.31, Validation Loss : 1.79, Validation Accuracy : 0.42 Epoch : 144, Train Loss : 1.92, Train Accuracy : 0.31, Validation Loss : 1.77, Validation Accuracy : 0.43 Epoch : 145, Train Loss : 1.91, Train Accuracy : 0.32, Validation Loss : 1.76, Validation Accuracy : 0.42 Epoch : 146, Train Loss : 1.90, Train Accuracy : 0.32, Validation Loss : 1.77, Validation Accuracy : 0.41 Epoch : 147, Train Loss : 1.91, Train Accuracy : 0.31, Validation Loss : 1.77, Validation Accuracy : 0.43 Epoch : 148, Train Loss : 1.91, Train Accuracy : 0.32, Validation Loss : 1.75, Validation Accuracy : 0.43 Epoch : 149, Train Loss : 1.91, Train Accuracy : 0.32, Validation Loss : 1.77, Validation Accuracy : 0.44 Epoch : 150, Train Loss : 1.90, Train Accuracy : 0.33, Validation Loss : 1.73, Validation Accuracy : 0.45 Epoch : 151, Train Loss : 1.88, Train Accuracy : 0.34, Validation Loss : 1.71, Validation Accuracy : 0.48 Epoch : 152, Train Loss : 1.86, Train Accuracy : 0.36, Validation Loss : 1.62, Validation Accuracy : 0.54 Epoch : 153, Train Loss : 1.85, Train Accuracy : 0.38, Validation Loss : 1.60, Validation Accuracy : 0.56 Epoch : 154, Train Loss : 1.81, Train Accuracy : 0.39, Validation Loss : 1.57, Validation Accuracy : 0.56 Epoch : 155, Train Loss : 1.81, Train Accuracy : 0.39, Validation Loss : 1.54, Validation Accuracy : 0.57 Epoch : 156, Train Loss : 1.81, Train Accuracy : 0.40, Validation Loss : 1.54, Validation Accuracy : 0.57 Epoch : 157, Train Loss : 1.79, Train Accuracy : 0.40, Validation Loss : 1.54, Validation Accuracy : 0.58 Epoch : 158, Train Loss : 1.79, Train Accuracy : 0.41, Validation Loss : 1.52, Validation Accuracy : 0.58 Epoch : 159, Train Loss : 1.77, Train Accuracy : 0.41, Validation Loss : 1.54, Validation Accuracy : 0.57 Epoch : 160, Train Loss : 1.76, Train Accuracy : 0.41, Validation Loss : 1.49, Validation Accuracy : 0.60 Epoch : 161, Train Loss : 1.76, Train Accuracy : 0.41, Validation Loss : 1.49, Validation Accuracy : 0.60 Epoch : 162, Train Loss : 1.75, Train Accuracy : 0.42, Validation Loss : 1.49, Validation Accuracy : 0.60 Epoch : 163, Train Loss : 1.75, Train Accuracy : 0.41, Validation Loss : 1.49, Validation Accuracy : 0.59 Epoch : 164, Train Loss : 1.74, Train Accuracy : 0.42, Validation Loss : 1.49, Validation Accuracy : 0.60 Epoch : 165, Train Loss : 1.72, Train Accuracy : 0.43, Validation Loss : 1.47, Validation Accuracy : 0.60 Epoch : 166, Train Loss : 1.72, Train Accuracy : 0.43, Validation Loss : 1.48, Validation Accuracy : 0.59 Epoch : 167, Train Loss : 1.71, Train Accuracy : 0.43, Validation Loss : 1.47, Validation Accuracy : 0.60 Epoch : 168, Train Loss : 1.73, Train Accuracy : 0.42, Validation Loss : 1.46, Validation Accuracy : 0.61 Epoch : 169, Train Loss : 1.72, Train Accuracy : 0.43, Validation Loss : 1.45, Validation Accuracy : 0.61 Epoch : 170, Train Loss : 1.70, Train Accuracy : 0.43, Validation Loss : 1.47, Validation Accuracy : 0.61 Epoch : 171, Train Loss : 1.71, Train Accuracy : 0.43, Validation Loss : 1.44, Validation Accuracy : 0.60 Epoch : 172, Train Loss : 1.69, Train Accuracy : 0.43, Validation Loss : 1.44, Validation Accuracy : 0.61 Epoch : 173, Train Loss : 1.70, Train Accuracy : 0.43, Validation Loss : 1.44, Validation Accuracy : 0.62 Epoch : 174, Train Loss : 1.68, Train Accuracy : 0.45, Validation Loss : 1.45, Validation Accuracy : 0.62 Epoch : 175, Train Loss : 1.70, Train Accuracy : 0.43, Validation Loss : 1.43, Validation Accuracy : 0.62 Epoch : 176, Train Loss : 1.69, Train Accuracy : 0.44, Validation Loss : 1.43, Validation Accuracy : 0.62 Epoch : 177, Train Loss : 1.67, Train Accuracy : 0.44, Validation Loss : 1.40, Validation Accuracy : 0.62 Epoch : 178, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.41, Validation Accuracy : 0.62 Epoch : 179, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.41, Validation Accuracy : 0.63 Epoch : 180, Train Loss : 1.69, Train Accuracy : 0.44, Validation Loss : 1.39, Validation Accuracy : 0.63 Epoch : 181, Train Loss : 1.67, Train Accuracy : 0.45, Validation Loss : 1.40, Validation Accuracy : 0.62 Epoch : 182, Train Loss : 1.67, Train Accuracy : 0.44, Validation Loss : 1.41, Validation Accuracy : 0.62 Epoch : 183, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.39, Validation Accuracy : 0.63 Epoch : 184, Train Loss : 1.66, Train Accuracy : 0.44, Validation Loss : 1.40, Validation Accuracy : 0.61 Epoch : 185, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.37, Validation Accuracy : 0.63 Epoch : 186, Train Loss : 1.67, Train Accuracy : 0.45, Validation Loss : 1.38, Validation Accuracy : 0.63 Epoch : 187, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.39, Validation Accuracy : 0.62 Epoch : 188, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.38, Validation Accuracy : 0.62 Epoch : 189, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.39, Validation Accuracy : 0.63 Epoch : 190, Train Loss : 1.64, Train Accuracy : 0.45, Validation Loss : 1.39, Validation Accuracy : 0.62 Epoch : 191, Train Loss : 1.64, Train Accuracy : 0.46, Validation Loss : 1.38, Validation Accuracy : 0.63 Epoch : 192, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.36, Validation Accuracy : 0.63 Epoch : 193, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.38, Validation Accuracy : 0.63 Epoch : 194, Train Loss : 1.63, Train Accuracy : 0.45, Validation Loss : 1.35, Validation Accuracy : 0.63 Epoch : 195, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.33, Validation Accuracy : 0.63 Epoch : 196, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.36, Validation Accuracy : 0.63 Epoch : 197, Train Loss : 1.64, Train Accuracy : 0.46, Validation Loss : 1.37, Validation Accuracy : 0.64 Epoch : 198, Train Loss : 1.64, Train Accuracy : 0.45, Validation Loss : 1.34, Validation Accuracy : 0.64 Epoch : 199, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.36, Validation Accuracy : 0.64 Epoch : 200, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.34, Validation Accuracy : 0.62 Epoch : 201, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.35, Validation Accuracy : 0.64 Epoch : 202, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.35, Validation Accuracy : 0.64 Epoch : 203, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.33, Validation Accuracy : 0.64 Epoch : 204, Train Loss : 1.63, Train Accuracy : 0.45, Validation Loss : 1.34, Validation Accuracy : 0.64 Epoch : 205, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.34, Validation Accuracy : 0.65 Epoch : 206, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.32, Validation Accuracy : 0.63 Epoch : 207, Train Loss : 1.60, Train Accuracy : 0.47, Validation Loss : 1.33, Validation Accuracy : 0.64 Epoch : 208, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.37, Validation Accuracy : 0.63 Epoch : 209, Train Loss : 1.60, Train Accuracy : 0.46, Validation Loss : 1.31, Validation Accuracy : 0.65 Epoch : 210, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.32, Validation Accuracy : 0.65 Epoch : 211, Train Loss : 1.60, Train Accuracy : 0.47, Validation Loss : 1.31, Validation Accuracy : 0.65 Epoch : 212, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.31, Validation Accuracy : 0.64 Epoch : 213, Train Loss : 1.60, Train Accuracy : 0.47, Validation Loss : 1.33, Validation Accuracy : 0.64 Epoch : 214, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.32, Validation Accuracy : 0.65 Epoch : 215, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.31, Validation Accuracy : 0.65 Epoch : 216, Train Loss : 1.59, Train Accuracy : 0.48, Validation Loss : 1.31, Validation Accuracy : 0.65 Epoch : 217, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.30, Validation Accuracy : 0.64 Epoch : 218, Train Loss : 1.60, Train Accuracy : 0.47, Validation Loss : 1.30, Validation Accuracy : 0.65 Epoch : 219, Train Loss : 1.60, Train Accuracy : 0.47, Validation Loss : 1.32, Validation Accuracy : 0.65 Epoch : 220, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.29, Validation Accuracy : 0.66 Epoch : 221, Train Loss : 1.61, Train Accuracy : 0.46, Validation Loss : 1.34, Validation Accuracy : 0.63 Epoch : 222, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.29, Validation Accuracy : 0.65 Epoch : 223, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.30, Validation Accuracy : 0.66 Epoch : 224, Train Loss : 1.56, Train Accuracy : 0.49, Validation Loss : 1.28, Validation Accuracy : 0.64 Epoch : 225, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.28, Validation Accuracy : 0.66 Epoch : 226, Train Loss : 1.58, Train Accuracy : 0.48, Validation Loss : 1.29, Validation Accuracy : 0.66 Epoch : 227, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.27, Validation Accuracy : 0.65 Epoch : 228, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.29, Validation Accuracy : 0.66 Epoch : 229, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.29, Validation Accuracy : 0.66 Epoch : 230, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.28, Validation Accuracy : 0.66 Epoch : 231, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.27, Validation Accuracy : 0.66 Epoch : 232, Train Loss : 1.58, Train Accuracy : 0.48, Validation Loss : 1.29, Validation Accuracy : 0.66 Epoch : 233, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.27, Validation Accuracy : 0.65 Epoch : 234, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.27, Validation Accuracy : 0.66 Epoch : 235, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.28, Validation Accuracy : 0.66 Epoch : 236, Train Loss : 1.58, Train Accuracy : 0.48, Validation Loss : 1.31, Validation Accuracy : 0.64 Epoch : 237, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.26, Validation Accuracy : 0.66 Epoch : 238, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.27, Validation Accuracy : 0.65 Epoch : 239, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.26, Validation Accuracy : 0.66 Epoch : 240, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.26, Validation Accuracy : 0.65 Epoch : 241, Train Loss : 1.57, Train Accuracy : 0.47, Validation Loss : 1.28, Validation Accuracy : 0.66 Epoch : 242, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.25, Validation Accuracy : 0.67 Epoch : 243, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.27, Validation Accuracy : 0.66 Epoch : 244, Train Loss : 1.56, Train Accuracy : 0.49, Validation Loss : 1.27, Validation Accuracy : 0.66 Epoch : 245, Train Loss : 1.56, Train Accuracy : 0.48, Validation Loss : 1.26, Validation Accuracy : 0.66 Epoch : 246, Train Loss : 1.54, Train Accuracy : 0.49, Validation Loss : 1.24, Validation Accuracy : 0.67 Epoch : 247, Train Loss : 1.55, Train Accuracy : 0.48, Validation Loss : 1.26, Validation Accuracy : 0.66 Epoch : 248, Train Loss : 1.54, Train Accuracy : 0.48, Validation Loss : 1.25, Validation Accuracy : 0.66 Epoch : 249, Train Loss : 1.57, Train Accuracy : 0.48, Validation Loss : 1.28, Validation Accuracy : 0.66 Epoch : 250, Train Loss : 1.54, Train Accuracy : 0.49, Validation Loss : 1.22, Validation Accuracy : 0.67 Epoch : 251, Train Loss : 1.54, Train Accuracy : 0.49, Validation Loss : 1.24, Validation Accuracy : 0.67 Epoch : 252, Train Loss : 1.54, Train Accuracy : 0.49, Validation Loss : 1.26, Validation Accuracy : 0.65 Epoch : 253, Train Loss : 1.53, Train Accuracy : 0.49, Validation Loss : 1.24, Validation Accuracy : 0.66 Epoch : 254, Train Loss : 1.54, Train Accuracy : 0.48, Validation Loss : 1.24, Validation Accuracy : 0.67 Epoch : 255, Train Loss : 1.52, Train Accuracy : 0.50, Validation Loss : 1.23, Validation Accuracy : 0.67 Epoch : 256, Train Loss : 1.54, Train Accuracy : 0.49, Validation Loss : 1.22, Validation Accuracy : 0.67 Epoch : 257, Train Loss : 1.53, Train Accuracy : 0.50, Validation Loss : 1.23, Validation Accuracy : 0.67 Epoch : 258, Train Loss : 1.53, Train Accuracy : 0.49, Validation Loss : 1.26, Validation Accuracy : 0.66 Epoch : 259, Train Loss : 1.53, Train Accuracy : 0.49, Validation Loss : 1.22, Validation Accuracy : 0.67 Epoch : 260, Train Loss : 1.55, Train Accuracy : 0.48, Validation Loss : 1.23, Validation Accuracy : 0.67 Epoch : 261, Train Loss : 1.53, Train Accuracy : 0.49, Validation Loss : 1.21, Validation Accuracy : 0.67 Epoch : 262, Train Loss : 1.53, Train Accuracy : 0.49, Validation Loss : 1.25, Validation Accuracy : 0.67 Epoch : 263, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.25, Validation Accuracy : 0.67 Epoch : 264, Train Loss : 1.54, Train Accuracy : 0.49, Validation Loss : 1.24, Validation Accuracy : 0.68 Epoch : 265, Train Loss : 1.53, Train Accuracy : 0.49, Validation Loss : 1.22, Validation Accuracy : 0.67 Epoch : 266, Train Loss : 1.52, Train Accuracy : 0.50, Validation Loss : 1.22, Validation Accuracy : 0.68 Epoch : 267, Train Loss : 1.54, Train Accuracy : 0.49, Validation Loss : 1.22, Validation Accuracy : 0.68 Epoch : 268, Train Loss : 1.53, Train Accuracy : 0.49, Validation Loss : 1.22, Validation Accuracy : 0.67 Epoch : 269, Train Loss : 1.53, Train Accuracy : 0.49, Validation Loss : 1.20, Validation Accuracy : 0.68 Epoch : 270, Train Loss : 1.52, Train Accuracy : 0.49, Validation Loss : 1.21, Validation Accuracy : 0.68 Epoch : 271, Train Loss : 1.53, Train Accuracy : 0.50, Validation Loss : 1.21, Validation Accuracy : 0.67 Epoch : 272, Train Loss : 1.52, Train Accuracy : 0.50, Validation Loss : 1.21, Validation Accuracy : 0.67 Epoch : 273, Train Loss : 1.52, Train Accuracy : 0.49, Validation Loss : 1.21, Validation Accuracy : 0.67 Epoch : 274, Train Loss : 1.51, Train Accuracy : 0.50, Validation Loss : 1.20, Validation Accuracy : 0.68 Epoch : 275, Train Loss : 1.52, Train Accuracy : 0.49, Validation Loss : 1.19, Validation Accuracy : 0.68 Epoch : 276, Train Loss : 1.52, Train Accuracy : 0.49, Validation Loss : 1.20, Validation Accuracy : 0.68 Epoch : 277, Train Loss : 1.54, Train Accuracy : 0.48, Validation Loss : 1.21, Validation Accuracy : 0.68 Epoch : 278, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.21, Validation Accuracy : 0.68 Epoch : 279, Train Loss : 1.52, Train Accuracy : 0.49, Validation Loss : 1.20, Validation Accuracy : 0.67 Epoch : 280, Train Loss : 1.51, Train Accuracy : 0.49, Validation Loss : 1.20, Validation Accuracy : 0.68 Epoch : 281, Train Loss : 1.52, Train Accuracy : 0.49, Validation Loss : 1.22, Validation Accuracy : 0.67 Epoch : 282, Train Loss : 1.51, Train Accuracy : 0.49, Validation Loss : 1.19, Validation Accuracy : 0.69 Epoch : 283, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.20, Validation Accuracy : 0.69 Epoch : 284, Train Loss : 1.52, Train Accuracy : 0.49, Validation Loss : 1.18, Validation Accuracy : 0.69 Epoch : 285, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.20, Validation Accuracy : 0.69 Epoch : 286, Train Loss : 1.52, Train Accuracy : 0.49, Validation Loss : 1.19, Validation Accuracy : 0.68 Epoch : 287, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.20, Validation Accuracy : 0.68 Epoch : 288, Train Loss : 1.50, Train Accuracy : 0.51, Validation Loss : 1.21, Validation Accuracy : 0.68 Epoch : 289, Train Loss : 1.52, Train Accuracy : 0.49, Validation Loss : 1.18, Validation Accuracy : 0.68 Epoch : 290, Train Loss : 1.50, Train Accuracy : 0.49, Validation Loss : 1.18, Validation Accuracy : 0.68 Epoch : 291, Train Loss : 1.51, Train Accuracy : 0.50, Validation Loss : 1.17, Validation Accuracy : 0.68 Epoch : 292, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.18, Validation Accuracy : 0.68 Epoch : 293, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.20, Validation Accuracy : 0.68 Epoch : 294, Train Loss : 1.52, Train Accuracy : 0.49, Validation Loss : 1.18, Validation Accuracy : 0.69 Epoch : 295, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.18, Validation Accuracy : 0.69 Epoch : 296, Train Loss : 1.51, Train Accuracy : 0.49, Validation Loss : 1.25, Validation Accuracy : 0.67 Epoch : 297, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.19, Validation Accuracy : 0.68 Epoch : 298, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.22, Validation Accuracy : 0.68 Epoch : 299, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.18, Validation Accuracy : 0.69 Epoch : 300, Train Loss : 1.51, Train Accuracy : 0.50, Validation Loss : 1.16, Validation Accuracy : 0.68 Epoch : 301, Train Loss : 1.49, Train Accuracy : 0.51, Validation Loss : 1.19, Validation Accuracy : 0.68 Epoch : 302, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.17, Validation Accuracy : 0.69 Epoch : 303, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.17, Validation Accuracy : 0.70 Epoch : 304, Train Loss : 1.51, Train Accuracy : 0.49, Validation Loss : 1.16, Validation Accuracy : 0.69 Epoch : 305, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.17, Validation Accuracy : 0.68 Epoch : 306, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.15, Validation Accuracy : 0.68 Epoch : 307, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.16, Validation Accuracy : 0.69 Epoch : 308, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.16, Validation Accuracy : 0.69 Epoch : 309, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.17, Validation Accuracy : 0.69 Epoch : 310, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.18, Validation Accuracy : 0.69 Epoch : 311, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.17, Validation Accuracy : 0.68 Epoch : 312, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.15, Validation Accuracy : 0.70 Epoch : 313, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.15, Validation Accuracy : 0.69 Epoch : 314, Train Loss : 1.51, Train Accuracy : 0.49, Validation Loss : 1.19, Validation Accuracy : 0.69 Epoch : 315, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.16, Validation Accuracy : 0.69 Epoch : 316, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.15, Validation Accuracy : 0.70 Epoch : 317, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.17, Validation Accuracy : 0.70 Epoch : 318, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.14, Validation Accuracy : 0.69 Epoch : 319, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.16, Validation Accuracy : 0.69 Epoch : 320, Train Loss : 1.50, Train Accuracy : 0.50, Validation Loss : 1.17, Validation Accuracy : 0.70 Epoch : 321, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.17, Validation Accuracy : 0.69 Epoch : 322, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.15, Validation Accuracy : 0.70 Epoch : 323, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.14, Validation Accuracy : 0.70 Epoch : 324, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.15, Validation Accuracy : 0.69 Epoch : 325, Train Loss : 1.48, Train Accuracy : 0.50, Validation Loss : 1.16, Validation Accuracy : 0.69 Epoch : 326, Train Loss : 1.49, Train Accuracy : 0.51, Validation Loss : 1.17, Validation Accuracy : 0.69 Epoch : 327, Train Loss : 1.48, Train Accuracy : 0.51, Validation Loss : 1.15, Validation Accuracy : 0.70 Epoch : 328, Train Loss : 1.48, Train Accuracy : 0.50, Validation Loss : 1.19, Validation Accuracy : 0.68 Epoch : 329, Train Loss : 1.49, Train Accuracy : 0.50, Validation Loss : 1.16, Validation Accuracy : 0.70 Epoch : 330, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.15, Validation Accuracy : 0.69 Epoch : 331, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.15, Validation Accuracy : 0.69 Epoch : 332, Train Loss : 1.48, Train Accuracy : 0.50, Validation Loss : 1.16, Validation Accuracy : 0.69 Epoch : 333, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.12, Validation Accuracy : 0.70 Epoch : 334, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.13, Validation Accuracy : 0.70 Epoch : 335, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.16, Validation Accuracy : 0.70 Epoch : 336, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.17, Validation Accuracy : 0.70 Epoch : 337, Train Loss : 1.48, Train Accuracy : 0.50, Validation Loss : 1.16, Validation Accuracy : 0.69 Epoch : 338, Train Loss : 1.47, Train Accuracy : 0.51, Validation Loss : 1.14, Validation Accuracy : 0.70 Epoch : 339, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.12, Validation Accuracy : 0.70 Epoch : 340, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.16, Validation Accuracy : 0.69 Epoch : 341, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.18, Validation Accuracy : 0.70 Epoch : 342, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.12, Validation Accuracy : 0.70 Epoch : 343, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.14, Validation Accuracy : 0.70 Epoch : 344, Train Loss : 1.46, Train Accuracy : 0.52, Validation Loss : 1.14, Validation Accuracy : 0.71 Epoch : 345, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.13, Validation Accuracy : 0.71 Epoch : 346, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.11, Validation Accuracy : 0.70 Epoch : 347, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.12, Validation Accuracy : 0.71 Epoch : 348, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.13, Validation Accuracy : 0.70 Epoch : 349, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.11, Validation Accuracy : 0.70 Epoch : 350, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.12, Validation Accuracy : 0.71 Epoch : 351, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.12, Validation Accuracy : 0.71 Epoch : 352, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.12, Validation Accuracy : 0.69 Epoch : 353, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.13, Validation Accuracy : 0.69 Epoch : 354, Train Loss : 1.44, Train Accuracy : 0.51, Validation Loss : 1.10, Validation Accuracy : 0.70 Epoch : 355, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.11, Validation Accuracy : 0.71 Epoch : 356, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.12, Validation Accuracy : 0.70 Epoch : 357, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.13, Validation Accuracy : 0.71 Epoch : 358, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.11, Validation Accuracy : 0.71 Epoch : 359, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.11, Validation Accuracy : 0.70 Epoch : 360, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.11, Validation Accuracy : 0.70 Epoch : 361, Train Loss : 1.45, Train Accuracy : 0.51, Validation Loss : 1.10, Validation Accuracy : 0.70 Epoch : 362, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.11, Validation Accuracy : 0.71 Epoch : 363, Train Loss : 1.44, Train Accuracy : 0.51, Validation Loss : 1.14, Validation Accuracy : 0.68 Epoch : 364, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.09, Validation Accuracy : 0.71 Epoch : 365, Train Loss : 1.43, Train Accuracy : 0.53, Validation Loss : 1.09, Validation Accuracy : 0.70 Epoch : 366, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.15, Validation Accuracy : 0.71 Epoch : 367, Train Loss : 1.45, Train Accuracy : 0.52, Validation Loss : 1.12, Validation Accuracy : 0.70 Epoch : 368, Train Loss : 1.44, Train Accuracy : 0.51, Validation Loss : 1.10, Validation Accuracy : 0.71 Epoch : 369, Train Loss : 1.45, Train Accuracy : 0.51, Validation Loss : 1.10, Validation Accuracy : 0.71 Epoch : 370, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.10, Validation Accuracy : 0.71 Epoch : 371, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.11, Validation Accuracy : 0.70 Epoch : 372, Train Loss : 1.46, Train Accuracy : 0.51, Validation Loss : 1.10, Validation Accuracy : 0.70 Epoch : 373, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.09, Validation Accuracy : 0.70 Epoch : 374, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.12, Validation Accuracy : 0.71 Epoch : 375, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 376, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.11, Validation Accuracy : 0.69 Epoch : 377, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.70 Epoch : 378, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.10, Validation Accuracy : 0.71 Epoch : 379, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.72 Epoch : 380, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.09, Validation Accuracy : 0.72 Epoch : 381, Train Loss : 1.44, Train Accuracy : 0.51, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 382, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 383, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.09, Validation Accuracy : 0.71 Epoch : 384, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.09, Validation Accuracy : 0.71 Epoch : 385, Train Loss : 1.44, Train Accuracy : 0.52, Validation Loss : 1.10, Validation Accuracy : 0.71 Epoch : 386, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.09, Validation Accuracy : 0.71 Epoch : 387, Train Loss : 1.44, Train Accuracy : 0.51, Validation Loss : 1.08, Validation Accuracy : 0.70 Epoch : 388, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 389, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.72 Epoch : 390, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.70 Epoch : 391, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.72 Epoch : 392, Train Loss : 1.41, Train Accuracy : 0.52, Validation Loss : 1.09, Validation Accuracy : 0.70 Epoch : 393, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 394, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.09, Validation Accuracy : 0.71 Epoch : 395, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 396, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 397, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 398, Train Loss : 1.42, Train Accuracy : 0.53, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 399, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.72 Epoch : 400, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.71 Epoch : 401, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.07, Validation Accuracy : 0.72 Epoch : 402, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 403, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 404, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.08, Validation Accuracy : 0.72 Epoch : 405, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.71 Epoch : 406, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 407, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 408, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.08, Validation Accuracy : 0.72 Epoch : 409, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 410, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 411, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.71 Epoch : 412, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 413, Train Loss : 1.40, Train Accuracy : 0.52, Validation Loss : 1.09, Validation Accuracy : 0.71 Epoch : 414, Train Loss : 1.41, Train Accuracy : 0.52, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 415, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 416, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 417, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 418, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 419, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.05, Validation Accuracy : 0.71 Epoch : 420, Train Loss : 1.44, Train Accuracy : 0.51, Validation Loss : 1.07, Validation Accuracy : 0.72 Epoch : 421, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 422, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 423, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 424, Train Loss : 1.43, Train Accuracy : 0.52, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 425, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 426, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.09, Validation Accuracy : 0.72 Epoch : 427, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 428, Train Loss : 1.40, Train Accuracy : 0.54, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 429, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 430, Train Loss : 1.41, Train Accuracy : 0.52, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 431, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 432, Train Loss : 1.42, Train Accuracy : 0.52, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 433, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.72 Epoch : 434, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.08, Validation Accuracy : 0.72 Epoch : 435, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 436, Train Loss : 1.41, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.72 Epoch : 437, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 438, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.07, Validation Accuracy : 0.71 Epoch : 439, Train Loss : 1.41, Train Accuracy : 0.52, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 440, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 441, Train Loss : 1.38, Train Accuracy : 0.53, Validation Loss : 1.05, Validation Accuracy : 0.73 Epoch : 442, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 443, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.08, Validation Accuracy : 0.71 Epoch : 444, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.71 Epoch : 445, Train Loss : 1.41, Train Accuracy : 0.53, Validation Loss : 1.09, Validation Accuracy : 0.71 Epoch : 446, Train Loss : 1.41, Train Accuracy : 0.52, Validation Loss : 1.05, Validation Accuracy : 0.73 Epoch : 447, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 448, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 449, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.07, Validation Accuracy : 0.72 Epoch : 450, Train Loss : 1.37, Train Accuracy : 0.55, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 451, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.01, Validation Accuracy : 0.72 Epoch : 452, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.72 Epoch : 453, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 454, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 455, Train Loss : 1.41, Train Accuracy : 0.52, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 456, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 457, Train Loss : 1.38, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 458, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.71 Epoch : 459, Train Loss : 1.40, Train Accuracy : 0.52, Validation Loss : 1.09, Validation Accuracy : 0.72 Epoch : 460, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.09, Validation Accuracy : 0.71 Epoch : 461, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 462, Train Loss : 1.37, Train Accuracy : 0.55, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 463, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.72 Epoch : 464, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.72 Epoch : 465, Train Loss : 1.40, Train Accuracy : 0.53, Validation Loss : 1.04, Validation Accuracy : 0.73 Epoch : 466, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 467, Train Loss : 1.38, Train Accuracy : 0.53, Validation Loss : 1.08, Validation Accuracy : 0.72 Epoch : 468, Train Loss : 1.38, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 469, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.04, Validation Accuracy : 0.73 Epoch : 470, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.72 Epoch : 471, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 472, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 1.04, Validation Accuracy : 0.72 Epoch : 473, Train Loss : 1.38, Train Accuracy : 0.53, Validation Loss : 1.03, Validation Accuracy : 0.73 Epoch : 474, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.74 Epoch : 475, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.74 Epoch : 476, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.74 Epoch : 477, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.00, Validation Accuracy : 0.74 Epoch : 478, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.08, Validation Accuracy : 0.72 Epoch : 479, Train Loss : 1.35, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 480, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 481, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 482, Train Loss : 1.39, Train Accuracy : 0.53, Validation Loss : 1.04, Validation Accuracy : 0.73 Epoch : 483, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.03, Validation Accuracy : 0.72 Epoch : 484, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.73 Epoch : 485, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 486, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.00, Validation Accuracy : 0.73 Epoch : 487, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 488, Train Loss : 1.34, Train Accuracy : 0.55, Validation Loss : 0.98, Validation Accuracy : 0.74 Epoch : 489, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 490, Train Loss : 1.35, Train Accuracy : 0.54, Validation Loss : 1.01, Validation Accuracy : 0.73 Epoch : 491, Train Loss : 1.39, Train Accuracy : 0.54, Validation Loss : 1.06, Validation Accuracy : 0.73 Epoch : 492, Train Loss : 1.38, Train Accuracy : 0.53, Validation Loss : 1.06, Validation Accuracy : 0.73 Epoch : 493, Train Loss : 1.36, Train Accuracy : 0.55, Validation Loss : 1.01, Validation Accuracy : 0.74 Epoch : 494, Train Loss : 1.38, Train Accuracy : 0.53, Validation Loss : 1.04, Validation Accuracy : 0.73 Epoch : 495, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 0.99, Validation Accuracy : 0.73 Epoch : 496, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.04, Validation Accuracy : 0.71 Epoch : 497, Train Loss : 1.37, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.74 Epoch : 498, Train Loss : 1.38, Train Accuracy : 0.54, Validation Loss : 1.02, Validation Accuracy : 0.74 Epoch : 499, Train Loss : 1.36, Train Accuracy : 0.54, Validation Loss : 1.07, Validation Accuracy : 0.70
fig, (ax1, ax2) = plt.subplots(1,2, figsize=(15,6))
fig.suptitle(f"model_nn_3_layers_simple : 500 Epochs, 0.001 SGD", fontsize=16)
ax1.plot(history5['train_acc'], label='train accuracy')
ax1.plot(history5['valid_acc'], label='valid accuracy')
ax1.legend()
ax2.plot(history5['train_loss'], label='train loss')
ax2.plot(history5['valid_loss'], label='valid loss')
ax2.legend()
fig.show()
model_3_layers = NNModel_3Layers(input_size, output_size)
history6 = fit(model_3_layers, train_dl, test_dl, 500, 0.001, optim=torch.optim.Adam)
Epoch : 0, Train Loss : 2.41, Train Accuracy : 0.11, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 1, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.29, Validation Accuracy : 0.12 Epoch : 2, Train Loss : 2.28, Train Accuracy : 0.12, Validation Loss : 2.27, Validation Accuracy : 0.13 Epoch : 3, Train Loss : 2.28, Train Accuracy : 0.13, Validation Loss : 2.25, Validation Accuracy : 0.14 Epoch : 4, Train Loss : 2.27, Train Accuracy : 0.13, Validation Loss : 2.27, Validation Accuracy : 0.13 Epoch : 5, Train Loss : 2.27, Train Accuracy : 0.13, Validation Loss : 2.24, Validation Accuracy : 0.15 Epoch : 6, Train Loss : 2.27, Train Accuracy : 0.13, Validation Loss : 2.25, Validation Accuracy : 0.14 Epoch : 7, Train Loss : 2.26, Train Accuracy : 0.14, Validation Loss : 2.23, Validation Accuracy : 0.16 Epoch : 8, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.16 Epoch : 9, Train Loss : 2.25, Train Accuracy : 0.14, Validation Loss : 2.23, Validation Accuracy : 0.16 Epoch : 10, Train Loss : 2.25, Train Accuracy : 0.14, Validation Loss : 2.23, Validation Accuracy : 0.15 Epoch : 11, Train Loss : 2.23, Train Accuracy : 0.15, Validation Loss : 2.22, Validation Accuracy : 0.16 Epoch : 12, Train Loss : 2.23, Train Accuracy : 0.15, Validation Loss : 2.21, Validation Accuracy : 0.16 Epoch : 13, Train Loss : 2.24, Train Accuracy : 0.15, Validation Loss : 2.21, Validation Accuracy : 0.16 Epoch : 14, Train Loss : 2.23, Train Accuracy : 0.15, Validation Loss : 2.21, Validation Accuracy : 0.17 Epoch : 15, Train Loss : 2.22, Train Accuracy : 0.16, Validation Loss : 2.20, Validation Accuracy : 0.17 Epoch : 16, Train Loss : 2.22, Train Accuracy : 0.15, Validation Loss : 2.20, Validation Accuracy : 0.17 Epoch : 17, Train Loss : 2.22, Train Accuracy : 0.16, Validation Loss : 2.20, Validation Accuracy : 0.17 Epoch : 18, Train Loss : 2.22, Train Accuracy : 0.16, Validation Loss : 2.20, Validation Accuracy : 0.18 Epoch : 19, Train Loss : 2.22, Train Accuracy : 0.16, Validation Loss : 2.20, Validation Accuracy : 0.17 Epoch : 20, Train Loss : 2.22, Train Accuracy : 0.16, Validation Loss : 2.17, Validation Accuracy : 0.20 Epoch : 21, Train Loss : 2.16, Train Accuracy : 0.19, Validation Loss : 2.07, Validation Accuracy : 0.24 Epoch : 22, Train Loss : 2.11, Train Accuracy : 0.21, Validation Loss : 2.05, Validation Accuracy : 0.25 Epoch : 23, Train Loss : 2.09, Train Accuracy : 0.22, Validation Loss : 2.03, Validation Accuracy : 0.26 Epoch : 24, Train Loss : 2.09, Train Accuracy : 0.22, Validation Loss : 2.01, Validation Accuracy : 0.26 Epoch : 25, Train Loss : 2.07, Train Accuracy : 0.23, Validation Loss : 1.98, Validation Accuracy : 0.28 Epoch : 26, Train Loss : 2.05, Train Accuracy : 0.23, Validation Loss : 1.96, Validation Accuracy : 0.28 Epoch : 27, Train Loss : 2.06, Train Accuracy : 0.23, Validation Loss : 1.99, Validation Accuracy : 0.28 Epoch : 28, Train Loss : 2.04, Train Accuracy : 0.24, Validation Loss : 1.95, Validation Accuracy : 0.28 Epoch : 29, Train Loss : 2.03, Train Accuracy : 0.24, Validation Loss : 1.94, Validation Accuracy : 0.28 Epoch : 30, Train Loss : 2.02, Train Accuracy : 0.24, Validation Loss : 1.94, Validation Accuracy : 0.29 Epoch : 31, Train Loss : 2.02, Train Accuracy : 0.24, Validation Loss : 1.93, Validation Accuracy : 0.29 Epoch : 32, Train Loss : 2.02, Train Accuracy : 0.25, Validation Loss : 1.94, Validation Accuracy : 0.29 Epoch : 33, Train Loss : 2.01, Train Accuracy : 0.25, Validation Loss : 1.93, Validation Accuracy : 0.29 Epoch : 34, Train Loss : 2.02, Train Accuracy : 0.25, Validation Loss : 1.92, Validation Accuracy : 0.29 Epoch : 35, Train Loss : 2.01, Train Accuracy : 0.25, Validation Loss : 1.92, Validation Accuracy : 0.29 Epoch : 36, Train Loss : 2.02, Train Accuracy : 0.25, Validation Loss : 1.93, Validation Accuracy : 0.30 Epoch : 37, Train Loss : 2.01, Train Accuracy : 0.25, Validation Loss : 1.92, Validation Accuracy : 0.29 Epoch : 38, Train Loss : 2.00, Train Accuracy : 0.25, Validation Loss : 1.94, Validation Accuracy : 0.29 Epoch : 39, Train Loss : 2.01, Train Accuracy : 0.25, Validation Loss : 1.93, Validation Accuracy : 0.30 Epoch : 40, Train Loss : 2.01, Train Accuracy : 0.25, Validation Loss : 1.91, Validation Accuracy : 0.30 Epoch : 41, Train Loss : 1.99, Train Accuracy : 0.25, Validation Loss : 1.91, Validation Accuracy : 0.30 Epoch : 42, Train Loss : 2.00, Train Accuracy : 0.25, Validation Loss : 1.91, Validation Accuracy : 0.30 Epoch : 43, Train Loss : 2.01, Train Accuracy : 0.25, Validation Loss : 1.91, Validation Accuracy : 0.29 Epoch : 44, Train Loss : 2.01, Train Accuracy : 0.25, Validation Loss : 1.91, Validation Accuracy : 0.30 Epoch : 45, Train Loss : 2.00, Train Accuracy : 0.25, Validation Loss : 1.92, Validation Accuracy : 0.29 Epoch : 46, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.90, Validation Accuracy : 0.30 Epoch : 47, Train Loss : 2.00, Train Accuracy : 0.25, Validation Loss : 1.91, Validation Accuracy : 0.30 Epoch : 48, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.91, Validation Accuracy : 0.30 Epoch : 49, Train Loss : 2.00, Train Accuracy : 0.25, Validation Loss : 1.90, Validation Accuracy : 0.30 Epoch : 50, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.90, Validation Accuracy : 0.30 Epoch : 51, Train Loss : 2.01, Train Accuracy : 0.25, Validation Loss : 1.91, Validation Accuracy : 0.30 Epoch : 52, Train Loss : 2.00, Train Accuracy : 0.25, Validation Loss : 1.90, Validation Accuracy : 0.30 Epoch : 53, Train Loss : 2.01, Train Accuracy : 0.25, Validation Loss : 1.90, Validation Accuracy : 0.30 Epoch : 54, Train Loss : 2.00, Train Accuracy : 0.25, Validation Loss : 1.91, Validation Accuracy : 0.30 Epoch : 55, Train Loss : 2.00, Train Accuracy : 0.25, Validation Loss : 1.91, Validation Accuracy : 0.30 Epoch : 56, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.91, Validation Accuracy : 0.30 Epoch : 57, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.91, Validation Accuracy : 0.30 Epoch : 58, Train Loss : 1.99, Train Accuracy : 0.25, Validation Loss : 1.90, Validation Accuracy : 0.30 Epoch : 59, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.90, Validation Accuracy : 0.30 Epoch : 60, Train Loss : 1.99, Train Accuracy : 0.25, Validation Loss : 1.90, Validation Accuracy : 0.30 Epoch : 61, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.90, Validation Accuracy : 0.30 Epoch : 62, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.89, Validation Accuracy : 0.31 Epoch : 63, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.91, Validation Accuracy : 0.31 Epoch : 64, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.90, Validation Accuracy : 0.30 Epoch : 65, Train Loss : 1.99, Train Accuracy : 0.25, Validation Loss : 1.91, Validation Accuracy : 0.31 Epoch : 66, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 67, Train Loss : 1.99, Train Accuracy : 0.25, Validation Loss : 1.89, Validation Accuracy : 0.30 Epoch : 68, Train Loss : 2.00, Train Accuracy : 0.25, Validation Loss : 1.91, Validation Accuracy : 0.30 Epoch : 69, Train Loss : 1.99, Train Accuracy : 0.25, Validation Loss : 1.89, Validation Accuracy : 0.31 Epoch : 70, Train Loss : 2.00, Train Accuracy : 0.25, Validation Loss : 1.90, Validation Accuracy : 0.30 Epoch : 71, Train Loss : 1.99, Train Accuracy : 0.25, Validation Loss : 1.89, Validation Accuracy : 0.31 Epoch : 72, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.89, Validation Accuracy : 0.31 Epoch : 73, Train Loss : 2.00, Train Accuracy : 0.25, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 74, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 75, Train Loss : 1.99, Train Accuracy : 0.25, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 76, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.89, Validation Accuracy : 0.31 Epoch : 77, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.89, Validation Accuracy : 0.31 Epoch : 78, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 79, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 80, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 81, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 82, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 83, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 84, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.89, Validation Accuracy : 0.31 Epoch : 85, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 86, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.89, Validation Accuracy : 0.30 Epoch : 87, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.89, Validation Accuracy : 0.31 Epoch : 88, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 89, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 90, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 91, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 92, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 93, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 94, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 95, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 96, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 97, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 98, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 99, Train Loss : 1.98, Train Accuracy : 0.25, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 100, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.30 Epoch : 101, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 102, Train Loss : 1.99, Train Accuracy : 0.25, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 103, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 104, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 105, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 106, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 107, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 108, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 109, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 110, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 111, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 112, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 113, Train Loss : 1.97, Train Accuracy : 0.27, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 114, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 115, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 116, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 117, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 118, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 119, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 120, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 121, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 122, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 123, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.31 Epoch : 124, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 125, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 126, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 127, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 128, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 129, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 130, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 131, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 132, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 133, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 134, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 135, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.31 Epoch : 136, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 137, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 138, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 139, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.31 Epoch : 140, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 141, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 142, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 143, Train Loss : 1.99, Train Accuracy : 0.25, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 144, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 145, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.32 Epoch : 146, Train Loss : 1.97, Train Accuracy : 0.27, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 147, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 148, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 149, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 150, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 151, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 152, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 153, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 154, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 155, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 156, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 157, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.86, Validation Accuracy : 0.31 Epoch : 158, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 159, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 160, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 161, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 162, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 163, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 164, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 165, Train Loss : 1.97, Train Accuracy : 0.27, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 166, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 167, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.31 Epoch : 168, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.89, Validation Accuracy : 0.31 Epoch : 169, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 170, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 171, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 172, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 173, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.31 Epoch : 174, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 175, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 176, Train Loss : 1.95, Train Accuracy : 0.27, Validation Loss : 1.85, Validation Accuracy : 0.32 Epoch : 177, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.86, Validation Accuracy : 0.31 Epoch : 178, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 179, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.31 Epoch : 180, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 181, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 182, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 183, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 184, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 185, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.31 Epoch : 186, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 187, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 188, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 189, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 190, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 191, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 192, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 193, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 194, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 195, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 196, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 197, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 198, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 199, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 200, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 201, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 202, Train Loss : 1.95, Train Accuracy : 0.27, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 203, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 204, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.85, Validation Accuracy : 0.32 Epoch : 205, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 206, Train Loss : 1.97, Train Accuracy : 0.27, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 207, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 208, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 209, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 210, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 211, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.85, Validation Accuracy : 0.32 Epoch : 212, Train Loss : 1.97, Train Accuracy : 0.27, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 213, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 214, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 215, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.31 Epoch : 216, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 217, Train Loss : 1.95, Train Accuracy : 0.27, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 218, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 219, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 220, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 221, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 222, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 223, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 224, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 225, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 226, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.88, Validation Accuracy : 0.32 Epoch : 227, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 228, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 229, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 230, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.31 Epoch : 231, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 232, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 233, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 234, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 235, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.85, Validation Accuracy : 0.32 Epoch : 236, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.85, Validation Accuracy : 0.32 Epoch : 237, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 238, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 239, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 240, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 241, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 242, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 243, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.85, Validation Accuracy : 0.32 Epoch : 244, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.85, Validation Accuracy : 0.32 Epoch : 245, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.85, Validation Accuracy : 0.32 Epoch : 246, Train Loss : 1.95, Train Accuracy : 0.27, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 247, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 248, Train Loss : 1.98, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 249, Train Loss : 1.97, Train Accuracy : 0.26, Validation Loss : 1.86, Validation Accuracy : 0.32 Epoch : 250, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.87, Validation Accuracy : 0.32 Epoch : 251, Train Loss : 1.95, Train Accuracy : 0.27, Validation Loss : 1.84, Validation Accuracy : 0.33 Epoch : 252, Train Loss : 1.95, Train Accuracy : 0.27, Validation Loss : 1.83, Validation Accuracy : 0.33 Epoch : 253, Train Loss : 1.95, Train Accuracy : 0.27, Validation Loss : 1.81, Validation Accuracy : 0.33 Epoch : 254, Train Loss : 1.94, Train Accuracy : 0.28, Validation Loss : 1.78, Validation Accuracy : 0.35 Epoch : 255, Train Loss : 1.93, Train Accuracy : 0.29, Validation Loss : 1.78, Validation Accuracy : 0.36 Epoch : 256, Train Loss : 1.92, Train Accuracy : 0.28, Validation Loss : 1.77, Validation Accuracy : 0.36 Epoch : 257, Train Loss : 1.91, Train Accuracy : 0.29, Validation Loss : 1.76, Validation Accuracy : 0.37 Epoch : 258, Train Loss : 1.91, Train Accuracy : 0.29, Validation Loss : 1.74, Validation Accuracy : 0.37 Epoch : 259, Train Loss : 1.88, Train Accuracy : 0.31, Validation Loss : 1.75, Validation Accuracy : 0.38 Epoch : 260, Train Loss : 1.89, Train Accuracy : 0.30, Validation Loss : 1.73, Validation Accuracy : 0.38 Epoch : 261, Train Loss : 1.89, Train Accuracy : 0.30, Validation Loss : 1.71, Validation Accuracy : 0.38 Epoch : 262, Train Loss : 1.89, Train Accuracy : 0.30, Validation Loss : 1.72, Validation Accuracy : 0.37 Epoch : 263, Train Loss : 1.88, Train Accuracy : 0.31, Validation Loss : 1.74, Validation Accuracy : 0.38 Epoch : 264, Train Loss : 1.88, Train Accuracy : 0.30, Validation Loss : 1.72, Validation Accuracy : 0.38 Epoch : 265, Train Loss : 1.87, Train Accuracy : 0.31, Validation Loss : 1.71, Validation Accuracy : 0.38 Epoch : 266, Train Loss : 1.87, Train Accuracy : 0.31, Validation Loss : 1.71, Validation Accuracy : 0.39 Epoch : 267, Train Loss : 1.88, Train Accuracy : 0.30, Validation Loss : 1.71, Validation Accuracy : 0.39 Epoch : 268, Train Loss : 1.86, Train Accuracy : 0.31, Validation Loss : 1.71, Validation Accuracy : 0.38 Epoch : 269, Train Loss : 1.86, Train Accuracy : 0.31, Validation Loss : 1.70, Validation Accuracy : 0.39 Epoch : 270, Train Loss : 1.85, Train Accuracy : 0.31, Validation Loss : 1.70, Validation Accuracy : 0.39 Epoch : 271, Train Loss : 1.86, Train Accuracy : 0.31, Validation Loss : 1.70, Validation Accuracy : 0.39 Epoch : 272, Train Loss : 1.86, Train Accuracy : 0.32, Validation Loss : 1.69, Validation Accuracy : 0.39 Epoch : 273, Train Loss : 1.87, Train Accuracy : 0.31, Validation Loss : 1.70, Validation Accuracy : 0.39 Epoch : 274, Train Loss : 1.86, Train Accuracy : 0.31, Validation Loss : 1.69, Validation Accuracy : 0.39 Epoch : 275, Train Loss : 1.85, Train Accuracy : 0.32, Validation Loss : 1.68, Validation Accuracy : 0.40 Epoch : 276, Train Loss : 1.84, Train Accuracy : 0.32, Validation Loss : 1.69, Validation Accuracy : 0.39 Epoch : 277, Train Loss : 1.85, Train Accuracy : 0.32, Validation Loss : 1.70, Validation Accuracy : 0.39 Epoch : 278, Train Loss : 1.85, Train Accuracy : 0.32, Validation Loss : 1.70, Validation Accuracy : 0.40 Epoch : 279, Train Loss : 1.84, Train Accuracy : 0.32, Validation Loss : 1.69, Validation Accuracy : 0.40 Epoch : 280, Train Loss : 1.85, Train Accuracy : 0.32, Validation Loss : 1.69, Validation Accuracy : 0.40 Epoch : 281, Train Loss : 1.85, Train Accuracy : 0.32, Validation Loss : 1.69, Validation Accuracy : 0.40 Epoch : 282, Train Loss : 1.84, Train Accuracy : 0.32, Validation Loss : 1.69, Validation Accuracy : 0.40 Epoch : 283, Train Loss : 1.85, Train Accuracy : 0.32, Validation Loss : 1.69, Validation Accuracy : 0.39 Epoch : 284, Train Loss : 1.85, Train Accuracy : 0.32, Validation Loss : 1.68, Validation Accuracy : 0.40 Epoch : 285, Train Loss : 1.83, Train Accuracy : 0.33, Validation Loss : 1.68, Validation Accuracy : 0.40 Epoch : 286, Train Loss : 1.85, Train Accuracy : 0.32, Validation Loss : 1.68, Validation Accuracy : 0.39 Epoch : 287, Train Loss : 1.86, Train Accuracy : 0.32, Validation Loss : 1.69, Validation Accuracy : 0.40 Epoch : 288, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.68, Validation Accuracy : 0.40 Epoch : 289, Train Loss : 1.83, Train Accuracy : 0.33, Validation Loss : 1.67, Validation Accuracy : 0.40 Epoch : 290, Train Loss : 1.83, Train Accuracy : 0.33, Validation Loss : 1.67, Validation Accuracy : 0.41 Epoch : 291, Train Loss : 1.84, Train Accuracy : 0.32, Validation Loss : 1.68, Validation Accuracy : 0.40 Epoch : 292, Train Loss : 1.84, Train Accuracy : 0.32, Validation Loss : 1.67, Validation Accuracy : 0.41 Epoch : 293, Train Loss : 1.85, Train Accuracy : 0.31, Validation Loss : 1.67, Validation Accuracy : 0.41 Epoch : 294, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.66, Validation Accuracy : 0.41 Epoch : 295, Train Loss : 1.83, Train Accuracy : 0.32, Validation Loss : 1.66, Validation Accuracy : 0.41 Epoch : 296, Train Loss : 1.83, Train Accuracy : 0.32, Validation Loss : 1.67, Validation Accuracy : 0.40 Epoch : 297, Train Loss : 1.84, Train Accuracy : 0.32, Validation Loss : 1.66, Validation Accuracy : 0.41 Epoch : 298, Train Loss : 1.83, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.41 Epoch : 299, Train Loss : 1.83, Train Accuracy : 0.32, Validation Loss : 1.66, Validation Accuracy : 0.41 Epoch : 300, Train Loss : 1.83, Train Accuracy : 0.32, Validation Loss : 1.66, Validation Accuracy : 0.41 Epoch : 301, Train Loss : 1.83, Train Accuracy : 0.32, Validation Loss : 1.66, Validation Accuracy : 0.41 Epoch : 302, Train Loss : 1.83, Train Accuracy : 0.32, Validation Loss : 1.67, Validation Accuracy : 0.41 Epoch : 303, Train Loss : 1.84, Train Accuracy : 0.32, Validation Loss : 1.66, Validation Accuracy : 0.41 Epoch : 304, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.68, Validation Accuracy : 0.41 Epoch : 305, Train Loss : 1.83, Train Accuracy : 0.33, Validation Loss : 1.66, Validation Accuracy : 0.41 Epoch : 306, Train Loss : 1.83, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.41 Epoch : 307, Train Loss : 1.83, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.41 Epoch : 308, Train Loss : 1.83, Train Accuracy : 0.32, Validation Loss : 1.67, Validation Accuracy : 0.41 Epoch : 309, Train Loss : 1.83, Train Accuracy : 0.32, Validation Loss : 1.66, Validation Accuracy : 0.41 Epoch : 310, Train Loss : 1.83, Train Accuracy : 0.32, Validation Loss : 1.66, Validation Accuracy : 0.41 Epoch : 311, Train Loss : 1.83, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.41 Epoch : 312, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.66, Validation Accuracy : 0.41 Epoch : 313, Train Loss : 1.83, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.41 Epoch : 314, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.41 Epoch : 315, Train Loss : 1.83, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.41 Epoch : 316, Train Loss : 1.81, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.42 Epoch : 317, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.42 Epoch : 318, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.41 Epoch : 319, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.41 Epoch : 320, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.41 Epoch : 321, Train Loss : 1.81, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.41 Epoch : 322, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.42 Epoch : 323, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.42 Epoch : 324, Train Loss : 1.81, Train Accuracy : 0.33, Validation Loss : 1.66, Validation Accuracy : 0.41 Epoch : 325, Train Loss : 1.81, Train Accuracy : 0.33, Validation Loss : 1.66, Validation Accuracy : 0.41 Epoch : 326, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.42 Epoch : 327, Train Loss : 1.83, Train Accuracy : 0.33, Validation Loss : 1.65, Validation Accuracy : 0.42 Epoch : 328, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.66, Validation Accuracy : 0.41 Epoch : 329, Train Loss : 1.81, Train Accuracy : 0.34, Validation Loss : 1.64, Validation Accuracy : 0.42 Epoch : 330, Train Loss : 1.81, Train Accuracy : 0.33, Validation Loss : 1.64, Validation Accuracy : 0.42 Epoch : 331, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.64, Validation Accuracy : 0.42 Epoch : 332, Train Loss : 1.81, Train Accuracy : 0.33, Validation Loss : 1.63, Validation Accuracy : 0.42 Epoch : 333, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.63, Validation Accuracy : 0.42 Epoch : 334, Train Loss : 1.81, Train Accuracy : 0.33, Validation Loss : 1.62, Validation Accuracy : 0.42 Epoch : 335, Train Loss : 1.81, Train Accuracy : 0.33, Validation Loss : 1.63, Validation Accuracy : 0.42 Epoch : 336, Train Loss : 1.80, Train Accuracy : 0.34, Validation Loss : 1.64, Validation Accuracy : 0.42 Epoch : 337, Train Loss : 1.82, Train Accuracy : 0.33, Validation Loss : 1.63, Validation Accuracy : 0.42 Epoch : 338, Train Loss : 1.80, Train Accuracy : 0.34, Validation Loss : 1.63, Validation Accuracy : 0.42 Epoch : 339, Train Loss : 1.83, Train Accuracy : 0.33, Validation Loss : 1.64, Validation Accuracy : 0.42 Epoch : 340, Train Loss : 1.81, Train Accuracy : 0.33, Validation Loss : 1.64, Validation Accuracy : 0.42 Epoch : 341, Train Loss : 1.80, Train Accuracy : 0.34, Validation Loss : 1.63, Validation Accuracy : 0.42 Epoch : 342, Train Loss : 1.81, Train Accuracy : 0.34, Validation Loss : 1.62, Validation Accuracy : 0.42 Epoch : 343, Train Loss : 1.80, Train Accuracy : 0.34, Validation Loss : 1.62, Validation Accuracy : 0.42 Epoch : 344, Train Loss : 1.80, Train Accuracy : 0.34, Validation Loss : 1.62, Validation Accuracy : 0.42 Epoch : 345, Train Loss : 1.79, Train Accuracy : 0.34, Validation Loss : 1.62, Validation Accuracy : 0.43 Epoch : 346, Train Loss : 1.80, Train Accuracy : 0.34, Validation Loss : 1.63, Validation Accuracy : 0.42 Epoch : 347, Train Loss : 1.81, Train Accuracy : 0.34, Validation Loss : 1.63, Validation Accuracy : 0.42 Epoch : 348, Train Loss : 1.81, Train Accuracy : 0.33, Validation Loss : 1.63, Validation Accuracy : 0.42 Epoch : 349, Train Loss : 1.81, Train Accuracy : 0.33, Validation Loss : 1.62, Validation Accuracy : 0.43 Epoch : 350, Train Loss : 1.81, Train Accuracy : 0.34, Validation Loss : 1.63, Validation Accuracy : 0.43 Epoch : 351, Train Loss : 1.80, Train Accuracy : 0.34, Validation Loss : 1.63, Validation Accuracy : 0.43 Epoch : 352, Train Loss : 1.79, Train Accuracy : 0.34, Validation Loss : 1.60, Validation Accuracy : 0.44 Epoch : 353, Train Loss : 1.80, Train Accuracy : 0.35, Validation Loss : 1.59, Validation Accuracy : 0.45 Epoch : 354, Train Loss : 1.79, Train Accuracy : 0.35, Validation Loss : 1.56, Validation Accuracy : 0.46 Epoch : 355, Train Loss : 1.78, Train Accuracy : 0.35, Validation Loss : 1.58, Validation Accuracy : 0.46 Epoch : 356, Train Loss : 1.76, Train Accuracy : 0.36, Validation Loss : 1.54, Validation Accuracy : 0.46 Epoch : 357, Train Loss : 1.75, Train Accuracy : 0.36, Validation Loss : 1.54, Validation Accuracy : 0.46 Epoch : 358, Train Loss : 1.77, Train Accuracy : 0.36, Validation Loss : 1.55, Validation Accuracy : 0.47 Epoch : 359, Train Loss : 1.74, Train Accuracy : 0.37, Validation Loss : 1.54, Validation Accuracy : 0.48 Epoch : 360, Train Loss : 1.74, Train Accuracy : 0.37, Validation Loss : 1.53, Validation Accuracy : 0.48 Epoch : 361, Train Loss : 1.75, Train Accuracy : 0.37, Validation Loss : 1.52, Validation Accuracy : 0.48 Epoch : 362, Train Loss : 1.74, Train Accuracy : 0.37, Validation Loss : 1.53, Validation Accuracy : 0.47 Epoch : 363, Train Loss : 1.73, Train Accuracy : 0.38, Validation Loss : 1.52, Validation Accuracy : 0.47 Epoch : 364, Train Loss : 1.73, Train Accuracy : 0.37, Validation Loss : 1.51, Validation Accuracy : 0.48 Epoch : 365, Train Loss : 1.73, Train Accuracy : 0.38, Validation Loss : 1.53, Validation Accuracy : 0.47 Epoch : 366, Train Loss : 1.73, Train Accuracy : 0.37, Validation Loss : 1.52, Validation Accuracy : 0.48 Epoch : 367, Train Loss : 1.74, Train Accuracy : 0.37, Validation Loss : 1.51, Validation Accuracy : 0.48 Epoch : 368, Train Loss : 1.72, Train Accuracy : 0.38, Validation Loss : 1.49, Validation Accuracy : 0.48 Epoch : 369, Train Loss : 1.72, Train Accuracy : 0.38, Validation Loss : 1.49, Validation Accuracy : 0.48 Epoch : 370, Train Loss : 1.69, Train Accuracy : 0.38, Validation Loss : 1.45, Validation Accuracy : 0.48 Epoch : 371, Train Loss : 1.69, Train Accuracy : 0.38, Validation Loss : 1.44, Validation Accuracy : 0.48 Epoch : 372, Train Loss : 1.68, Train Accuracy : 0.38, Validation Loss : 1.43, Validation Accuracy : 0.49 Epoch : 373, Train Loss : 1.67, Train Accuracy : 0.38, Validation Loss : 1.40, Validation Accuracy : 0.49 Epoch : 374, Train Loss : 1.64, Train Accuracy : 0.39, Validation Loss : 1.42, Validation Accuracy : 0.49 Epoch : 375, Train Loss : 1.64, Train Accuracy : 0.38, Validation Loss : 1.40, Validation Accuracy : 0.49 Epoch : 376, Train Loss : 1.64, Train Accuracy : 0.38, Validation Loss : 1.38, Validation Accuracy : 0.50 Epoch : 377, Train Loss : 1.63, Train Accuracy : 0.38, Validation Loss : 1.36, Validation Accuracy : 0.50 Epoch : 378, Train Loss : 1.62, Train Accuracy : 0.39, Validation Loss : 1.36, Validation Accuracy : 0.50 Epoch : 379, Train Loss : 1.61, Train Accuracy : 0.39, Validation Loss : 1.34, Validation Accuracy : 0.50 Epoch : 380, Train Loss : 1.60, Train Accuracy : 0.39, Validation Loss : 1.34, Validation Accuracy : 0.51 Epoch : 381, Train Loss : 1.60, Train Accuracy : 0.39, Validation Loss : 1.32, Validation Accuracy : 0.50 Epoch : 382, Train Loss : 1.61, Train Accuracy : 0.38, Validation Loss : 1.33, Validation Accuracy : 0.50 Epoch : 383, Train Loss : 1.59, Train Accuracy : 0.39, Validation Loss : 1.32, Validation Accuracy : 0.51 Epoch : 384, Train Loss : 1.58, Train Accuracy : 0.39, Validation Loss : 1.30, Validation Accuracy : 0.51 Epoch : 385, Train Loss : 1.59, Train Accuracy : 0.39, Validation Loss : 1.31, Validation Accuracy : 0.51 Epoch : 386, Train Loss : 1.58, Train Accuracy : 0.39, Validation Loss : 1.31, Validation Accuracy : 0.50 Epoch : 387, Train Loss : 1.56, Train Accuracy : 0.39, Validation Loss : 1.30, Validation Accuracy : 0.51 Epoch : 388, Train Loss : 1.58, Train Accuracy : 0.39, Validation Loss : 1.29, Validation Accuracy : 0.51 Epoch : 389, Train Loss : 1.57, Train Accuracy : 0.40, Validation Loss : 1.31, Validation Accuracy : 0.50 Epoch : 390, Train Loss : 1.56, Train Accuracy : 0.39, Validation Loss : 1.30, Validation Accuracy : 0.51 Epoch : 391, Train Loss : 1.58, Train Accuracy : 0.39, Validation Loss : 1.30, Validation Accuracy : 0.50 Epoch : 392, Train Loss : 1.57, Train Accuracy : 0.39, Validation Loss : 1.28, Validation Accuracy : 0.51 Epoch : 393, Train Loss : 1.55, Train Accuracy : 0.40, Validation Loss : 1.29, Validation Accuracy : 0.50 Epoch : 394, Train Loss : 1.56, Train Accuracy : 0.40, Validation Loss : 1.28, Validation Accuracy : 0.51 Epoch : 395, Train Loss : 1.57, Train Accuracy : 0.39, Validation Loss : 1.29, Validation Accuracy : 0.51 Epoch : 396, Train Loss : 1.57, Train Accuracy : 0.39, Validation Loss : 1.30, Validation Accuracy : 0.51 Epoch : 397, Train Loss : 1.57, Train Accuracy : 0.39, Validation Loss : 1.29, Validation Accuracy : 0.50 Epoch : 398, Train Loss : 1.54, Train Accuracy : 0.41, Validation Loss : 1.29, Validation Accuracy : 0.52 Epoch : 399, Train Loss : 1.57, Train Accuracy : 0.40, Validation Loss : 1.27, Validation Accuracy : 0.52 Epoch : 400, Train Loss : 1.55, Train Accuracy : 0.41, Validation Loss : 1.27, Validation Accuracy : 0.53 Epoch : 401, Train Loss : 1.53, Train Accuracy : 0.41, Validation Loss : 1.28, Validation Accuracy : 0.51 Epoch : 402, Train Loss : 1.53, Train Accuracy : 0.42, Validation Loss : 1.26, Validation Accuracy : 0.53 Epoch : 403, Train Loss : 1.56, Train Accuracy : 0.41, Validation Loss : 1.23, Validation Accuracy : 0.55 Epoch : 404, Train Loss : 1.55, Train Accuracy : 0.41, Validation Loss : 1.22, Validation Accuracy : 0.55 Epoch : 405, Train Loss : 1.53, Train Accuracy : 0.42, Validation Loss : 1.18, Validation Accuracy : 0.57 Epoch : 406, Train Loss : 1.51, Train Accuracy : 0.43, Validation Loss : 1.21, Validation Accuracy : 0.55 Epoch : 407, Train Loss : 1.50, Train Accuracy : 0.43, Validation Loss : 1.17, Validation Accuracy : 0.57 Epoch : 408, Train Loss : 1.51, Train Accuracy : 0.43, Validation Loss : 1.18, Validation Accuracy : 0.57 Epoch : 409, Train Loss : 1.49, Train Accuracy : 0.44, Validation Loss : 1.19, Validation Accuracy : 0.57 Epoch : 410, Train Loss : 1.49, Train Accuracy : 0.43, Validation Loss : 1.16, Validation Accuracy : 0.58 Epoch : 411, Train Loss : 1.49, Train Accuracy : 0.44, Validation Loss : 1.17, Validation Accuracy : 0.58 Epoch : 412, Train Loss : 1.50, Train Accuracy : 0.44, Validation Loss : 1.17, Validation Accuracy : 0.58 Epoch : 413, Train Loss : 1.49, Train Accuracy : 0.44, Validation Loss : 1.15, Validation Accuracy : 0.58 Epoch : 414, Train Loss : 1.46, Train Accuracy : 0.45, Validation Loss : 1.14, Validation Accuracy : 0.59 Epoch : 415, Train Loss : 1.48, Train Accuracy : 0.44, Validation Loss : 1.17, Validation Accuracy : 0.58 Epoch : 416, Train Loss : 1.46, Train Accuracy : 0.45, Validation Loss : 1.14, Validation Accuracy : 0.59 Epoch : 417, Train Loss : 1.47, Train Accuracy : 0.44, Validation Loss : 1.13, Validation Accuracy : 0.59 Epoch : 418, Train Loss : 1.47, Train Accuracy : 0.45, Validation Loss : 1.15, Validation Accuracy : 0.59 Epoch : 419, Train Loss : 1.45, Train Accuracy : 0.45, Validation Loss : 1.16, Validation Accuracy : 0.59 Epoch : 420, Train Loss : 1.46, Train Accuracy : 0.45, Validation Loss : 1.14, Validation Accuracy : 0.59 Epoch : 421, Train Loss : 1.47, Train Accuracy : 0.44, Validation Loss : 1.13, Validation Accuracy : 0.59 Epoch : 422, Train Loss : 1.46, Train Accuracy : 0.45, Validation Loss : 1.13, Validation Accuracy : 0.59 Epoch : 423, Train Loss : 1.46, Train Accuracy : 0.45, Validation Loss : 1.12, Validation Accuracy : 0.60 Epoch : 424, Train Loss : 1.44, Train Accuracy : 0.46, Validation Loss : 1.14, Validation Accuracy : 0.59 Epoch : 425, Train Loss : 1.47, Train Accuracy : 0.45, Validation Loss : 1.12, Validation Accuracy : 0.60 Epoch : 426, Train Loss : 1.46, Train Accuracy : 0.45, Validation Loss : 1.12, Validation Accuracy : 0.60 Epoch : 427, Train Loss : 1.45, Train Accuracy : 0.46, Validation Loss : 1.15, Validation Accuracy : 0.59 Epoch : 428, Train Loss : 1.44, Train Accuracy : 0.46, Validation Loss : 1.13, Validation Accuracy : 0.60 Epoch : 429, Train Loss : 1.44, Train Accuracy : 0.46, Validation Loss : 1.12, Validation Accuracy : 0.60 Epoch : 430, Train Loss : 1.45, Train Accuracy : 0.45, Validation Loss : 1.12, Validation Accuracy : 0.60 Epoch : 431, Train Loss : 1.46, Train Accuracy : 0.45, Validation Loss : 1.13, Validation Accuracy : 0.60 Epoch : 432, Train Loss : 1.46, Train Accuracy : 0.45, Validation Loss : 1.14, Validation Accuracy : 0.60 Epoch : 433, Train Loss : 1.44, Train Accuracy : 0.45, Validation Loss : 1.13, Validation Accuracy : 0.59 Epoch : 434, Train Loss : 1.44, Train Accuracy : 0.46, Validation Loss : 1.12, Validation Accuracy : 0.59 Epoch : 435, Train Loss : 1.46, Train Accuracy : 0.45, Validation Loss : 1.13, Validation Accuracy : 0.59 Epoch : 436, Train Loss : 1.42, Train Accuracy : 0.46, Validation Loss : 1.11, Validation Accuracy : 0.60 Epoch : 437, Train Loss : 1.44, Train Accuracy : 0.45, Validation Loss : 1.11, Validation Accuracy : 0.60 Epoch : 438, Train Loss : 1.44, Train Accuracy : 0.45, Validation Loss : 1.12, Validation Accuracy : 0.60 Epoch : 439, Train Loss : 1.44, Train Accuracy : 0.45, Validation Loss : 1.13, Validation Accuracy : 0.59 Epoch : 440, Train Loss : 1.47, Train Accuracy : 0.45, Validation Loss : 1.11, Validation Accuracy : 0.60 Epoch : 441, Train Loss : 1.41, Train Accuracy : 0.46, Validation Loss : 1.11, Validation Accuracy : 0.60 Epoch : 442, Train Loss : 1.42, Train Accuracy : 0.46, Validation Loss : 1.10, Validation Accuracy : 0.60 Epoch : 443, Train Loss : 1.42, Train Accuracy : 0.46, Validation Loss : 1.12, Validation Accuracy : 0.60 Epoch : 444, Train Loss : 1.43, Train Accuracy : 0.46, Validation Loss : 1.11, Validation Accuracy : 0.60 Epoch : 445, Train Loss : 1.43, Train Accuracy : 0.45, Validation Loss : 1.09, Validation Accuracy : 0.60 Epoch : 446, Train Loss : 1.43, Train Accuracy : 0.46, Validation Loss : 1.11, Validation Accuracy : 0.60 Epoch : 447, Train Loss : 1.41, Train Accuracy : 0.47, Validation Loss : 1.10, Validation Accuracy : 0.60 Epoch : 448, Train Loss : 1.42, Train Accuracy : 0.46, Validation Loss : 1.11, Validation Accuracy : 0.60 Epoch : 449, Train Loss : 1.43, Train Accuracy : 0.46, Validation Loss : 1.09, Validation Accuracy : 0.60 Epoch : 450, Train Loss : 1.41, Train Accuracy : 0.47, Validation Loss : 1.09, Validation Accuracy : 0.60 Epoch : 451, Train Loss : 1.42, Train Accuracy : 0.46, Validation Loss : 1.10, Validation Accuracy : 0.60 Epoch : 452, Train Loss : 1.42, Train Accuracy : 0.47, Validation Loss : 1.08, Validation Accuracy : 0.60 Epoch : 453, Train Loss : 1.40, Train Accuracy : 0.47, Validation Loss : 1.09, Validation Accuracy : 0.60 Epoch : 454, Train Loss : 1.42, Train Accuracy : 0.46, Validation Loss : 1.10, Validation Accuracy : 0.60 Epoch : 455, Train Loss : 1.43, Train Accuracy : 0.46, Validation Loss : 1.08, Validation Accuracy : 0.61 Epoch : 456, Train Loss : 1.42, Train Accuracy : 0.46, Validation Loss : 1.07, Validation Accuracy : 0.60 Epoch : 457, Train Loss : 1.42, Train Accuracy : 0.46, Validation Loss : 1.10, Validation Accuracy : 0.60 Epoch : 458, Train Loss : 1.44, Train Accuracy : 0.45, Validation Loss : 1.08, Validation Accuracy : 0.61 Epoch : 459, Train Loss : 1.42, Train Accuracy : 0.47, Validation Loss : 1.10, Validation Accuracy : 0.60 Epoch : 460, Train Loss : 1.41, Train Accuracy : 0.47, Validation Loss : 1.11, Validation Accuracy : 0.60 Epoch : 461, Train Loss : 1.41, Train Accuracy : 0.47, Validation Loss : 1.10, Validation Accuracy : 0.60 Epoch : 462, Train Loss : 1.41, Train Accuracy : 0.46, Validation Loss : 1.09, Validation Accuracy : 0.60 Epoch : 463, Train Loss : 1.41, Train Accuracy : 0.47, Validation Loss : 1.09, Validation Accuracy : 0.61 Epoch : 464, Train Loss : 1.42, Train Accuracy : 0.46, Validation Loss : 1.09, Validation Accuracy : 0.60 Epoch : 465, Train Loss : 1.42, Train Accuracy : 0.47, Validation Loss : 1.09, Validation Accuracy : 0.61 Epoch : 466, Train Loss : 1.40, Train Accuracy : 0.47, Validation Loss : 1.07, Validation Accuracy : 0.61 Epoch : 467, Train Loss : 1.42, Train Accuracy : 0.46, Validation Loss : 1.08, Validation Accuracy : 0.61 Epoch : 468, Train Loss : 1.41, Train Accuracy : 0.46, Validation Loss : 1.07, Validation Accuracy : 0.61 Epoch : 469, Train Loss : 1.42, Train Accuracy : 0.46, Validation Loss : 1.06, Validation Accuracy : 0.60 Epoch : 470, Train Loss : 1.40, Train Accuracy : 0.46, Validation Loss : 1.08, Validation Accuracy : 0.61 Epoch : 471, Train Loss : 1.39, Train Accuracy : 0.47, Validation Loss : 1.08, Validation Accuracy : 0.61 Epoch : 472, Train Loss : 1.39, Train Accuracy : 0.47, Validation Loss : 1.08, Validation Accuracy : 0.61 Epoch : 473, Train Loss : 1.38, Train Accuracy : 0.48, Validation Loss : 1.08, Validation Accuracy : 0.61 Epoch : 474, Train Loss : 1.39, Train Accuracy : 0.47, Validation Loss : 1.07, Validation Accuracy : 0.61 Epoch : 475, Train Loss : 1.41, Train Accuracy : 0.47, Validation Loss : 1.07, Validation Accuracy : 0.61 Epoch : 476, Train Loss : 1.40, Train Accuracy : 0.46, Validation Loss : 1.07, Validation Accuracy : 0.60 Epoch : 477, Train Loss : 1.40, Train Accuracy : 0.47, Validation Loss : 1.07, Validation Accuracy : 0.61 Epoch : 478, Train Loss : 1.39, Train Accuracy : 0.48, Validation Loss : 1.07, Validation Accuracy : 0.61 Epoch : 479, Train Loss : 1.39, Train Accuracy : 0.47, Validation Loss : 1.09, Validation Accuracy : 0.60 Epoch : 480, Train Loss : 1.41, Train Accuracy : 0.47, Validation Loss : 1.08, Validation Accuracy : 0.60 Epoch : 481, Train Loss : 1.41, Train Accuracy : 0.46, Validation Loss : 1.07, Validation Accuracy : 0.61 Epoch : 482, Train Loss : 1.40, Train Accuracy : 0.47, Validation Loss : 1.07, Validation Accuracy : 0.61 Epoch : 483, Train Loss : 1.39, Train Accuracy : 0.47, Validation Loss : 1.08, Validation Accuracy : 0.60 Epoch : 484, Train Loss : 1.38, Train Accuracy : 0.47, Validation Loss : 1.06, Validation Accuracy : 0.61 Epoch : 485, Train Loss : 1.37, Train Accuracy : 0.47, Validation Loss : 1.07, Validation Accuracy : 0.60 Epoch : 486, Train Loss : 1.41, Train Accuracy : 0.47, Validation Loss : 1.07, Validation Accuracy : 0.61 Epoch : 487, Train Loss : 1.39, Train Accuracy : 0.47, Validation Loss : 1.08, Validation Accuracy : 0.61 Epoch : 488, Train Loss : 1.41, Train Accuracy : 0.47, Validation Loss : 1.06, Validation Accuracy : 0.61 Epoch : 489, Train Loss : 1.39, Train Accuracy : 0.47, Validation Loss : 1.07, Validation Accuracy : 0.61 Epoch : 490, Train Loss : 1.40, Train Accuracy : 0.47, Validation Loss : 1.06, Validation Accuracy : 0.61 Epoch : 491, Train Loss : 1.39, Train Accuracy : 0.47, Validation Loss : 1.07, Validation Accuracy : 0.61 Epoch : 492, Train Loss : 1.40, Train Accuracy : 0.47, Validation Loss : 1.07, Validation Accuracy : 0.61 Epoch : 493, Train Loss : 1.38, Train Accuracy : 0.47, Validation Loss : 1.05, Validation Accuracy : 0.61 Epoch : 494, Train Loss : 1.38, Train Accuracy : 0.47, Validation Loss : 1.07, Validation Accuracy : 0.62 Epoch : 495, Train Loss : 1.37, Train Accuracy : 0.48, Validation Loss : 1.06, Validation Accuracy : 0.61 Epoch : 496, Train Loss : 1.40, Train Accuracy : 0.47, Validation Loss : 1.06, Validation Accuracy : 0.61 Epoch : 497, Train Loss : 1.36, Train Accuracy : 0.48, Validation Loss : 1.07, Validation Accuracy : 0.62 Epoch : 498, Train Loss : 1.37, Train Accuracy : 0.48, Validation Loss : 1.07, Validation Accuracy : 0.61 Epoch : 499, Train Loss : 1.39, Train Accuracy : 0.47, Validation Loss : 1.07, Validation Accuracy : 0.61
fig, (ax1, ax2) = plt.subplots(1,2, figsize=(15,6))
fig.suptitle(f"model_nn_3_layers_simple : 500 Epochs, 0.001 Adam", fontsize=16)
ax1.plot(history6['train_acc'], label='train accuracy')
ax1.plot(history6['valid_acc'], label='valid accuracy')
ax1.legend()
ax2.plot(history6['train_loss'], label='train loss')
ax2.plot(history6['valid_loss'], label='valid loss')
ax2.legend()
fig.show()
model_3_layers = NNModel_3Layers(input_size, output_size)
history7 = fit(model_3_layers, train_dl, test_dl, 500, 3e-4, optim=torch.optim.Adam)
Epoch : 0, Train Loss : 2.54, Train Accuracy : 0.11, Validation Loss : 2.28, Validation Accuracy : 0.14 Epoch : 1, Train Loss : 2.28, Train Accuracy : 0.13, Validation Loss : 2.26, Validation Accuracy : 0.14 Epoch : 2, Train Loss : 2.27, Train Accuracy : 0.13, Validation Loss : 2.26, Validation Accuracy : 0.14 Epoch : 3, Train Loss : 2.27, Train Accuracy : 0.14, Validation Loss : 2.25, Validation Accuracy : 0.14 Epoch : 4, Train Loss : 2.27, Train Accuracy : 0.14, Validation Loss : 2.25, Validation Accuracy : 0.15 Epoch : 5, Train Loss : 2.26, Train Accuracy : 0.14, Validation Loss : 2.25, Validation Accuracy : 0.15 Epoch : 6, Train Loss : 2.25, Train Accuracy : 0.14, Validation Loss : 2.24, Validation Accuracy : 0.15 Epoch : 7, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.16 Epoch : 8, Train Loss : 2.26, Train Accuracy : 0.15, Validation Loss : 2.23, Validation Accuracy : 0.16 Epoch : 9, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.21, Validation Accuracy : 0.17 Epoch : 10, Train Loss : 2.22, Train Accuracy : 0.17, Validation Loss : 2.15, Validation Accuracy : 0.22 Epoch : 11, Train Loss : 2.21, Train Accuracy : 0.18, Validation Loss : 2.16, Validation Accuracy : 0.20 Epoch : 12, Train Loss : 2.17, Train Accuracy : 0.20, Validation Loss : 2.10, Validation Accuracy : 0.23 Epoch : 13, Train Loss : 2.17, Train Accuracy : 0.20, Validation Loss : 2.11, Validation Accuracy : 0.23 Epoch : 14, Train Loss : 2.15, Train Accuracy : 0.20, Validation Loss : 2.08, Validation Accuracy : 0.23 Epoch : 15, Train Loss : 2.14, Train Accuracy : 0.20, Validation Loss : 2.08, Validation Accuracy : 0.24 Epoch : 16, Train Loss : 2.12, Train Accuracy : 0.21, Validation Loss : 2.07, Validation Accuracy : 0.24 Epoch : 17, Train Loss : 2.12, Train Accuracy : 0.21, Validation Loss : 2.06, Validation Accuracy : 0.24 Epoch : 18, Train Loss : 2.11, Train Accuracy : 0.22, Validation Loss : 2.06, Validation Accuracy : 0.24 Epoch : 19, Train Loss : 2.10, Train Accuracy : 0.22, Validation Loss : 2.04, Validation Accuracy : 0.24 Epoch : 20, Train Loss : 2.11, Train Accuracy : 0.22, Validation Loss : 2.06, Validation Accuracy : 0.26 Epoch : 21, Train Loss : 2.10, Train Accuracy : 0.22, Validation Loss : 2.04, Validation Accuracy : 0.26 Epoch : 22, Train Loss : 2.09, Train Accuracy : 0.22, Validation Loss : 2.04, Validation Accuracy : 0.26 Epoch : 23, Train Loss : 2.08, Train Accuracy : 0.23, Validation Loss : 2.03, Validation Accuracy : 0.27 Epoch : 24, Train Loss : 2.07, Train Accuracy : 0.24, Validation Loss : 1.99, Validation Accuracy : 0.29 Epoch : 25, Train Loss : 2.04, Train Accuracy : 0.25, Validation Loss : 1.97, Validation Accuracy : 0.29 Epoch : 26, Train Loss : 2.03, Train Accuracy : 0.25, Validation Loss : 1.94, Validation Accuracy : 0.30 Epoch : 27, Train Loss : 2.01, Train Accuracy : 0.26, Validation Loss : 1.94, Validation Accuracy : 0.30 Epoch : 28, Train Loss : 2.01, Train Accuracy : 0.26, Validation Loss : 1.92, Validation Accuracy : 0.31 Epoch : 29, Train Loss : 2.00, Train Accuracy : 0.26, Validation Loss : 1.92, Validation Accuracy : 0.31 Epoch : 30, Train Loss : 2.01, Train Accuracy : 0.26, Validation Loss : 1.91, Validation Accuracy : 0.31 Epoch : 31, Train Loss : 2.01, Train Accuracy : 0.26, Validation Loss : 1.91, Validation Accuracy : 0.31 Epoch : 32, Train Loss : 2.00, Train Accuracy : 0.26, Validation Loss : 1.92, Validation Accuracy : 0.31 Epoch : 33, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.90, Validation Accuracy : 0.32 Epoch : 34, Train Loss : 2.00, Train Accuracy : 0.26, Validation Loss : 1.90, Validation Accuracy : 0.32 Epoch : 35, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.90, Validation Accuracy : 0.32 Epoch : 36, Train Loss : 1.99, Train Accuracy : 0.26, Validation Loss : 1.88, Validation Accuracy : 0.32 Epoch : 37, Train Loss : 1.97, Train Accuracy : 0.27, Validation Loss : 1.89, Validation Accuracy : 0.32 Epoch : 38, Train Loss : 1.96, Train Accuracy : 0.27, Validation Loss : 1.83, Validation Accuracy : 0.33 Epoch : 39, Train Loss : 1.95, Train Accuracy : 0.27, Validation Loss : 1.83, Validation Accuracy : 0.33 Epoch : 40, Train Loss : 1.96, Train Accuracy : 0.26, Validation Loss : 1.83, Validation Accuracy : 0.32 Epoch : 41, Train Loss : 1.94, Train Accuracy : 0.27, Validation Loss : 1.82, Validation Accuracy : 0.33 Epoch : 42, Train Loss : 1.93, Train Accuracy : 0.27, Validation Loss : 1.80, Validation Accuracy : 0.33 Epoch : 43, Train Loss : 1.92, Train Accuracy : 0.27, Validation Loss : 1.81, Validation Accuracy : 0.33 Epoch : 44, Train Loss : 1.91, Train Accuracy : 0.27, Validation Loss : 1.79, Validation Accuracy : 0.33 Epoch : 45, Train Loss : 1.92, Train Accuracy : 0.27, Validation Loss : 1.78, Validation Accuracy : 0.33 Epoch : 46, Train Loss : 1.91, Train Accuracy : 0.27, Validation Loss : 1.77, Validation Accuracy : 0.33 Epoch : 47, Train Loss : 1.89, Train Accuracy : 0.28, Validation Loss : 1.76, Validation Accuracy : 0.34 Epoch : 48, Train Loss : 1.90, Train Accuracy : 0.27, Validation Loss : 1.76, Validation Accuracy : 0.34 Epoch : 49, Train Loss : 1.88, Train Accuracy : 0.28, Validation Loss : 1.75, Validation Accuracy : 0.35 Epoch : 50, Train Loss : 1.86, Train Accuracy : 0.29, Validation Loss : 1.71, Validation Accuracy : 0.37 Epoch : 51, Train Loss : 1.86, Train Accuracy : 0.30, Validation Loss : 1.69, Validation Accuracy : 0.38 Epoch : 52, Train Loss : 1.84, Train Accuracy : 0.30, Validation Loss : 1.65, Validation Accuracy : 0.40 Epoch : 53, Train Loss : 1.85, Train Accuracy : 0.30, Validation Loss : 1.67, Validation Accuracy : 0.39 Epoch : 54, Train Loss : 1.82, Train Accuracy : 0.31, Validation Loss : 1.63, Validation Accuracy : 0.41 Epoch : 55, Train Loss : 1.82, Train Accuracy : 0.31, Validation Loss : 1.64, Validation Accuracy : 0.41 Epoch : 56, Train Loss : 1.80, Train Accuracy : 0.32, Validation Loss : 1.62, Validation Accuracy : 0.41 Epoch : 57, Train Loss : 1.83, Train Accuracy : 0.31, Validation Loss : 1.64, Validation Accuracy : 0.41 Epoch : 58, Train Loss : 1.79, Train Accuracy : 0.32, Validation Loss : 1.62, Validation Accuracy : 0.41 Epoch : 59, Train Loss : 1.80, Train Accuracy : 0.32, Validation Loss : 1.61, Validation Accuracy : 0.41 Epoch : 60, Train Loss : 1.78, Train Accuracy : 0.33, Validation Loss : 1.60, Validation Accuracy : 0.41 Epoch : 61, Train Loss : 1.79, Train Accuracy : 0.32, Validation Loss : 1.60, Validation Accuracy : 0.41 Epoch : 62, Train Loss : 1.80, Train Accuracy : 0.32, Validation Loss : 1.61, Validation Accuracy : 0.42 Epoch : 63, Train Loss : 1.78, Train Accuracy : 0.33, Validation Loss : 1.57, Validation Accuracy : 0.45 Epoch : 64, Train Loss : 1.76, Train Accuracy : 0.35, Validation Loss : 1.54, Validation Accuracy : 0.48 Epoch : 65, Train Loss : 1.74, Train Accuracy : 0.36, Validation Loss : 1.51, Validation Accuracy : 0.47 Epoch : 66, Train Loss : 1.72, Train Accuracy : 0.37, Validation Loss : 1.50, Validation Accuracy : 0.48 Epoch : 67, Train Loss : 1.71, Train Accuracy : 0.38, Validation Loss : 1.50, Validation Accuracy : 0.49 Epoch : 68, Train Loss : 1.70, Train Accuracy : 0.37, Validation Loss : 1.49, Validation Accuracy : 0.49 Epoch : 69, Train Loss : 1.70, Train Accuracy : 0.38, Validation Loss : 1.48, Validation Accuracy : 0.49 Epoch : 70, Train Loss : 1.69, Train Accuracy : 0.38, Validation Loss : 1.48, Validation Accuracy : 0.50 Epoch : 71, Train Loss : 1.69, Train Accuracy : 0.38, Validation Loss : 1.47, Validation Accuracy : 0.49 Epoch : 72, Train Loss : 1.68, Train Accuracy : 0.38, Validation Loss : 1.47, Validation Accuracy : 0.50 Epoch : 73, Train Loss : 1.68, Train Accuracy : 0.38, Validation Loss : 1.47, Validation Accuracy : 0.50 Epoch : 74, Train Loss : 1.66, Train Accuracy : 0.39, Validation Loss : 1.45, Validation Accuracy : 0.50 Epoch : 75, Train Loss : 1.68, Train Accuracy : 0.38, Validation Loss : 1.46, Validation Accuracy : 0.51 Epoch : 76, Train Loss : 1.67, Train Accuracy : 0.39, Validation Loss : 1.44, Validation Accuracy : 0.51 Epoch : 77, Train Loss : 1.67, Train Accuracy : 0.38, Validation Loss : 1.45, Validation Accuracy : 0.50 Epoch : 78, Train Loss : 1.67, Train Accuracy : 0.38, Validation Loss : 1.44, Validation Accuracy : 0.51 Epoch : 79, Train Loss : 1.68, Train Accuracy : 0.39, Validation Loss : 1.44, Validation Accuracy : 0.51 Epoch : 80, Train Loss : 1.66, Train Accuracy : 0.39, Validation Loss : 1.44, Validation Accuracy : 0.51 Epoch : 81, Train Loss : 1.64, Train Accuracy : 0.40, Validation Loss : 1.42, Validation Accuracy : 0.52 Epoch : 82, Train Loss : 1.63, Train Accuracy : 0.40, Validation Loss : 1.41, Validation Accuracy : 0.52 Epoch : 83, Train Loss : 1.65, Train Accuracy : 0.39, Validation Loss : 1.40, Validation Accuracy : 0.52 Epoch : 84, Train Loss : 1.65, Train Accuracy : 0.39, Validation Loss : 1.42, Validation Accuracy : 0.52 Epoch : 85, Train Loss : 1.66, Train Accuracy : 0.39, Validation Loss : 1.40, Validation Accuracy : 0.52 Epoch : 86, Train Loss : 1.64, Train Accuracy : 0.40, Validation Loss : 1.39, Validation Accuracy : 0.52 Epoch : 87, Train Loss : 1.63, Train Accuracy : 0.40, Validation Loss : 1.40, Validation Accuracy : 0.52 Epoch : 88, Train Loss : 1.63, Train Accuracy : 0.40, Validation Loss : 1.40, Validation Accuracy : 0.52 Epoch : 89, Train Loss : 1.61, Train Accuracy : 0.40, Validation Loss : 1.40, Validation Accuracy : 0.53 Epoch : 90, Train Loss : 1.62, Train Accuracy : 0.40, Validation Loss : 1.38, Validation Accuracy : 0.53 Epoch : 91, Train Loss : 1.61, Train Accuracy : 0.40, Validation Loss : 1.38, Validation Accuracy : 0.52 Epoch : 92, Train Loss : 1.63, Train Accuracy : 0.40, Validation Loss : 1.38, Validation Accuracy : 0.53 Epoch : 93, Train Loss : 1.62, Train Accuracy : 0.40, Validation Loss : 1.38, Validation Accuracy : 0.53 Epoch : 94, Train Loss : 1.63, Train Accuracy : 0.39, Validation Loss : 1.38, Validation Accuracy : 0.53 Epoch : 95, Train Loss : 1.61, Train Accuracy : 0.41, Validation Loss : 1.36, Validation Accuracy : 0.53 Epoch : 96, Train Loss : 1.60, Train Accuracy : 0.41, Validation Loss : 1.37, Validation Accuracy : 0.52 Epoch : 97, Train Loss : 1.61, Train Accuracy : 0.40, Validation Loss : 1.37, Validation Accuracy : 0.54 Epoch : 98, Train Loss : 1.60, Train Accuracy : 0.41, Validation Loss : 1.35, Validation Accuracy : 0.53 Epoch : 99, Train Loss : 1.60, Train Accuracy : 0.41, Validation Loss : 1.35, Validation Accuracy : 0.53 Epoch : 100, Train Loss : 1.59, Train Accuracy : 0.41, Validation Loss : 1.36, Validation Accuracy : 0.53 Epoch : 101, Train Loss : 1.60, Train Accuracy : 0.41, Validation Loss : 1.37, Validation Accuracy : 0.53 Epoch : 102, Train Loss : 1.58, Train Accuracy : 0.42, Validation Loss : 1.35, Validation Accuracy : 0.53 Epoch : 103, Train Loss : 1.59, Train Accuracy : 0.41, Validation Loss : 1.34, Validation Accuracy : 0.53 Epoch : 104, Train Loss : 1.59, Train Accuracy : 0.41, Validation Loss : 1.35, Validation Accuracy : 0.54 Epoch : 105, Train Loss : 1.58, Train Accuracy : 0.42, Validation Loss : 1.34, Validation Accuracy : 0.54 Epoch : 106, Train Loss : 1.56, Train Accuracy : 0.43, Validation Loss : 1.30, Validation Accuracy : 0.56 Epoch : 107, Train Loss : 1.53, Train Accuracy : 0.45, Validation Loss : 1.27, Validation Accuracy : 0.58 Epoch : 108, Train Loss : 1.54, Train Accuracy : 0.45, Validation Loss : 1.25, Validation Accuracy : 0.59 Epoch : 109, Train Loss : 1.51, Train Accuracy : 0.45, Validation Loss : 1.24, Validation Accuracy : 0.59 Epoch : 110, Train Loss : 1.51, Train Accuracy : 0.46, Validation Loss : 1.24, Validation Accuracy : 0.60 Epoch : 111, Train Loss : 1.50, Train Accuracy : 0.46, Validation Loss : 1.24, Validation Accuracy : 0.59 Epoch : 112, Train Loss : 1.50, Train Accuracy : 0.46, Validation Loss : 1.23, Validation Accuracy : 0.60 Epoch : 113, Train Loss : 1.50, Train Accuracy : 0.46, Validation Loss : 1.23, Validation Accuracy : 0.60 Epoch : 114, Train Loss : 1.51, Train Accuracy : 0.46, Validation Loss : 1.22, Validation Accuracy : 0.60 Epoch : 115, Train Loss : 1.46, Train Accuracy : 0.47, Validation Loss : 1.22, Validation Accuracy : 0.60 Epoch : 116, Train Loss : 1.48, Train Accuracy : 0.47, Validation Loss : 1.21, Validation Accuracy : 0.60 Epoch : 117, Train Loss : 1.46, Train Accuracy : 0.47, Validation Loss : 1.21, Validation Accuracy : 0.60 Epoch : 118, Train Loss : 1.46, Train Accuracy : 0.47, Validation Loss : 1.21, Validation Accuracy : 0.61 Epoch : 119, Train Loss : 1.46, Train Accuracy : 0.47, Validation Loss : 1.19, Validation Accuracy : 0.62 Epoch : 120, Train Loss : 1.49, Train Accuracy : 0.45, Validation Loss : 1.19, Validation Accuracy : 0.62 Epoch : 121, Train Loss : 1.46, Train Accuracy : 0.47, Validation Loss : 1.16, Validation Accuracy : 0.62 Epoch : 122, Train Loss : 1.45, Train Accuracy : 0.47, Validation Loss : 1.16, Validation Accuracy : 0.62 Epoch : 123, Train Loss : 1.45, Train Accuracy : 0.47, Validation Loss : 1.14, Validation Accuracy : 0.62 Epoch : 124, Train Loss : 1.44, Train Accuracy : 0.47, Validation Loss : 1.15, Validation Accuracy : 0.62 Epoch : 125, Train Loss : 1.44, Train Accuracy : 0.47, Validation Loss : 1.15, Validation Accuracy : 0.62 Epoch : 126, Train Loss : 1.45, Train Accuracy : 0.47, Validation Loss : 1.15, Validation Accuracy : 0.62 Epoch : 127, Train Loss : 1.44, Train Accuracy : 0.47, Validation Loss : 1.14, Validation Accuracy : 0.62 Epoch : 128, Train Loss : 1.45, Train Accuracy : 0.47, Validation Loss : 1.13, Validation Accuracy : 0.62 Epoch : 129, Train Loss : 1.42, Train Accuracy : 0.48, Validation Loss : 1.14, Validation Accuracy : 0.62 Epoch : 130, Train Loss : 1.42, Train Accuracy : 0.48, Validation Loss : 1.12, Validation Accuracy : 0.63 Epoch : 131, Train Loss : 1.42, Train Accuracy : 0.48, Validation Loss : 1.13, Validation Accuracy : 0.63 Epoch : 132, Train Loss : 1.41, Train Accuracy : 0.48, Validation Loss : 1.13, Validation Accuracy : 0.63 Epoch : 133, Train Loss : 1.42, Train Accuracy : 0.48, Validation Loss : 1.12, Validation Accuracy : 0.63 Epoch : 134, Train Loss : 1.41, Train Accuracy : 0.48, Validation Loss : 1.11, Validation Accuracy : 0.63 Epoch : 135, Train Loss : 1.41, Train Accuracy : 0.48, Validation Loss : 1.11, Validation Accuracy : 0.63 Epoch : 136, Train Loss : 1.42, Train Accuracy : 0.48, Validation Loss : 1.10, Validation Accuracy : 0.62 Epoch : 137, Train Loss : 1.41, Train Accuracy : 0.48, Validation Loss : 1.10, Validation Accuracy : 0.63 Epoch : 138, Train Loss : 1.42, Train Accuracy : 0.48, Validation Loss : 1.11, Validation Accuracy : 0.63 Epoch : 139, Train Loss : 1.41, Train Accuracy : 0.48, Validation Loss : 1.10, Validation Accuracy : 0.62 Epoch : 140, Train Loss : 1.41, Train Accuracy : 0.48, Validation Loss : 1.10, Validation Accuracy : 0.63 Epoch : 141, Train Loss : 1.38, Train Accuracy : 0.49, Validation Loss : 1.09, Validation Accuracy : 0.63 Epoch : 142, Train Loss : 1.39, Train Accuracy : 0.49, Validation Loss : 1.09, Validation Accuracy : 0.63 Epoch : 143, Train Loss : 1.39, Train Accuracy : 0.49, Validation Loss : 1.08, Validation Accuracy : 0.63 Epoch : 144, Train Loss : 1.38, Train Accuracy : 0.49, Validation Loss : 1.08, Validation Accuracy : 0.63 Epoch : 145, Train Loss : 1.39, Train Accuracy : 0.49, Validation Loss : 1.08, Validation Accuracy : 0.64 Epoch : 146, Train Loss : 1.40, Train Accuracy : 0.48, Validation Loss : 1.08, Validation Accuracy : 0.63 Epoch : 147, Train Loss : 1.39, Train Accuracy : 0.49, Validation Loss : 1.08, Validation Accuracy : 0.64 Epoch : 148, Train Loss : 1.37, Train Accuracy : 0.49, Validation Loss : 1.06, Validation Accuracy : 0.64 Epoch : 149, Train Loss : 1.41, Train Accuracy : 0.48, Validation Loss : 1.07, Validation Accuracy : 0.64 Epoch : 150, Train Loss : 1.39, Train Accuracy : 0.48, Validation Loss : 1.08, Validation Accuracy : 0.64 Epoch : 151, Train Loss : 1.38, Train Accuracy : 0.49, Validation Loss : 1.07, Validation Accuracy : 0.63 Epoch : 152, Train Loss : 1.40, Train Accuracy : 0.48, Validation Loss : 1.06, Validation Accuracy : 0.64 Epoch : 153, Train Loss : 1.37, Train Accuracy : 0.49, Validation Loss : 1.07, Validation Accuracy : 0.63 Epoch : 154, Train Loss : 1.37, Train Accuracy : 0.49, Validation Loss : 1.07, Validation Accuracy : 0.63 Epoch : 155, Train Loss : 1.39, Train Accuracy : 0.49, Validation Loss : 1.06, Validation Accuracy : 0.64 Epoch : 156, Train Loss : 1.38, Train Accuracy : 0.49, Validation Loss : 1.06, Validation Accuracy : 0.64 Epoch : 157, Train Loss : 1.39, Train Accuracy : 0.48, Validation Loss : 1.06, Validation Accuracy : 0.64 Epoch : 158, Train Loss : 1.38, Train Accuracy : 0.49, Validation Loss : 1.07, Validation Accuracy : 0.63 Epoch : 159, Train Loss : 1.37, Train Accuracy : 0.49, Validation Loss : 1.05, Validation Accuracy : 0.63 Epoch : 160, Train Loss : 1.40, Train Accuracy : 0.48, Validation Loss : 1.06, Validation Accuracy : 0.63 Epoch : 161, Train Loss : 1.36, Train Accuracy : 0.49, Validation Loss : 1.06, Validation Accuracy : 0.63 Epoch : 162, Train Loss : 1.36, Train Accuracy : 0.50, Validation Loss : 1.06, Validation Accuracy : 0.64 Epoch : 163, Train Loss : 1.36, Train Accuracy : 0.50, Validation Loss : 1.04, Validation Accuracy : 0.64 Epoch : 164, Train Loss : 1.37, Train Accuracy : 0.49, Validation Loss : 1.06, Validation Accuracy : 0.64 Epoch : 165, Train Loss : 1.36, Train Accuracy : 0.49, Validation Loss : 1.05, Validation Accuracy : 0.64 Epoch : 166, Train Loss : 1.36, Train Accuracy : 0.50, Validation Loss : 1.05, Validation Accuracy : 0.64 Epoch : 167, Train Loss : 1.36, Train Accuracy : 0.50, Validation Loss : 1.05, Validation Accuracy : 0.64 Epoch : 168, Train Loss : 1.36, Train Accuracy : 0.49, Validation Loss : 1.04, Validation Accuracy : 0.64 Epoch : 169, Train Loss : 1.38, Train Accuracy : 0.49, Validation Loss : 1.06, Validation Accuracy : 0.64 Epoch : 170, Train Loss : 1.34, Train Accuracy : 0.50, Validation Loss : 1.05, Validation Accuracy : 0.64 Epoch : 171, Train Loss : 1.36, Train Accuracy : 0.50, Validation Loss : 1.04, Validation Accuracy : 0.64 Epoch : 172, Train Loss : 1.36, Train Accuracy : 0.49, Validation Loss : 1.05, Validation Accuracy : 0.64 Epoch : 173, Train Loss : 1.34, Train Accuracy : 0.50, Validation Loss : 1.04, Validation Accuracy : 0.64 Epoch : 174, Train Loss : 1.36, Train Accuracy : 0.49, Validation Loss : 1.03, Validation Accuracy : 0.64 Epoch : 175, Train Loss : 1.37, Train Accuracy : 0.49, Validation Loss : 1.04, Validation Accuracy : 0.64 Epoch : 176, Train Loss : 1.35, Train Accuracy : 0.50, Validation Loss : 1.04, Validation Accuracy : 0.64 Epoch : 177, Train Loss : 1.38, Train Accuracy : 0.49, Validation Loss : 1.04, Validation Accuracy : 0.64 Epoch : 178, Train Loss : 1.36, Train Accuracy : 0.50, Validation Loss : 1.04, Validation Accuracy : 0.64 Epoch : 179, Train Loss : 1.35, Train Accuracy : 0.50, Validation Loss : 1.04, Validation Accuracy : 0.65 Epoch : 180, Train Loss : 1.35, Train Accuracy : 0.49, Validation Loss : 1.04, Validation Accuracy : 0.64 Epoch : 181, Train Loss : 1.35, Train Accuracy : 0.50, Validation Loss : 1.04, Validation Accuracy : 0.64 Epoch : 182, Train Loss : 1.34, Train Accuracy : 0.50, Validation Loss : 1.03, Validation Accuracy : 0.64 Epoch : 183, Train Loss : 1.34, Train Accuracy : 0.50, Validation Loss : 1.03, Validation Accuracy : 0.64 Epoch : 184, Train Loss : 1.33, Train Accuracy : 0.50, Validation Loss : 1.03, Validation Accuracy : 0.64 Epoch : 185, Train Loss : 1.34, Train Accuracy : 0.50, Validation Loss : 1.02, Validation Accuracy : 0.64 Epoch : 186, Train Loss : 1.36, Train Accuracy : 0.49, Validation Loss : 1.03, Validation Accuracy : 0.64 Epoch : 187, Train Loss : 1.33, Train Accuracy : 0.50, Validation Loss : 1.04, Validation Accuracy : 0.64 Epoch : 188, Train Loss : 1.35, Train Accuracy : 0.50, Validation Loss : 1.03, Validation Accuracy : 0.64 Epoch : 189, Train Loss : 1.32, Train Accuracy : 0.50, Validation Loss : 1.03, Validation Accuracy : 0.64 Epoch : 190, Train Loss : 1.34, Train Accuracy : 0.50, Validation Loss : 1.02, Validation Accuracy : 0.64 Epoch : 191, Train Loss : 1.33, Train Accuracy : 0.50, Validation Loss : 1.03, Validation Accuracy : 0.64 Epoch : 192, Train Loss : 1.35, Train Accuracy : 0.49, Validation Loss : 1.02, Validation Accuracy : 0.64 Epoch : 193, Train Loss : 1.32, Train Accuracy : 0.51, Validation Loss : 1.03, Validation Accuracy : 0.65 Epoch : 194, Train Loss : 1.33, Train Accuracy : 0.50, Validation Loss : 1.03, Validation Accuracy : 0.65 Epoch : 195, Train Loss : 1.34, Train Accuracy : 0.50, Validation Loss : 1.01, Validation Accuracy : 0.65 Epoch : 196, Train Loss : 1.33, Train Accuracy : 0.51, Validation Loss : 1.02, Validation Accuracy : 0.65 Epoch : 197, Train Loss : 1.35, Train Accuracy : 0.49, Validation Loss : 1.00, Validation Accuracy : 0.66 Epoch : 198, Train Loss : 1.32, Train Accuracy : 0.51, Validation Loss : 1.00, Validation Accuracy : 0.66 Epoch : 199, Train Loss : 1.32, Train Accuracy : 0.52, Validation Loss : 0.99, Validation Accuracy : 0.66 Epoch : 200, Train Loss : 1.34, Train Accuracy : 0.51, Validation Loss : 0.99, Validation Accuracy : 0.65 Epoch : 201, Train Loss : 1.30, Train Accuracy : 0.51, Validation Loss : 0.99, Validation Accuracy : 0.66 Epoch : 202, Train Loss : 1.30, Train Accuracy : 0.52, Validation Loss : 0.99, Validation Accuracy : 0.66 Epoch : 203, Train Loss : 1.33, Train Accuracy : 0.51, Validation Loss : 1.00, Validation Accuracy : 0.66 Epoch : 204, Train Loss : 1.33, Train Accuracy : 0.50, Validation Loss : 0.99, Validation Accuracy : 0.66 Epoch : 205, Train Loss : 1.33, Train Accuracy : 0.51, Validation Loss : 0.99, Validation Accuracy : 0.67 Epoch : 206, Train Loss : 1.33, Train Accuracy : 0.51, Validation Loss : 0.99, Validation Accuracy : 0.66 Epoch : 207, Train Loss : 1.30, Train Accuracy : 0.52, Validation Loss : 0.99, Validation Accuracy : 0.66 Epoch : 208, Train Loss : 1.30, Train Accuracy : 0.51, Validation Loss : 0.98, Validation Accuracy : 0.67 Epoch : 209, Train Loss : 1.31, Train Accuracy : 0.51, Validation Loss : 0.99, Validation Accuracy : 0.66 Epoch : 210, Train Loss : 1.32, Train Accuracy : 0.51, Validation Loss : 0.98, Validation Accuracy : 0.66 Epoch : 211, Train Loss : 1.28, Train Accuracy : 0.52, Validation Loss : 0.97, Validation Accuracy : 0.66 Epoch : 212, Train Loss : 1.30, Train Accuracy : 0.51, Validation Loss : 0.98, Validation Accuracy : 0.66 Epoch : 213, Train Loss : 1.29, Train Accuracy : 0.52, Validation Loss : 0.98, Validation Accuracy : 0.66 Epoch : 214, Train Loss : 1.32, Train Accuracy : 0.51, Validation Loss : 0.98, Validation Accuracy : 0.67 Epoch : 215, Train Loss : 1.29, Train Accuracy : 0.52, Validation Loss : 0.98, Validation Accuracy : 0.67 Epoch : 216, Train Loss : 1.28, Train Accuracy : 0.52, Validation Loss : 0.97, Validation Accuracy : 0.66 Epoch : 217, Train Loss : 1.30, Train Accuracy : 0.51, Validation Loss : 0.98, Validation Accuracy : 0.67 Epoch : 218, Train Loss : 1.28, Train Accuracy : 0.52, Validation Loss : 0.96, Validation Accuracy : 0.67 Epoch : 219, Train Loss : 1.29, Train Accuracy : 0.52, Validation Loss : 0.98, Validation Accuracy : 0.66 Epoch : 220, Train Loss : 1.31, Train Accuracy : 0.51, Validation Loss : 0.97, Validation Accuracy : 0.67 Epoch : 221, Train Loss : 1.30, Train Accuracy : 0.51, Validation Loss : 0.97, Validation Accuracy : 0.67 Epoch : 222, Train Loss : 1.30, Train Accuracy : 0.52, Validation Loss : 0.97, Validation Accuracy : 0.67 Epoch : 223, Train Loss : 1.29, Train Accuracy : 0.52, Validation Loss : 0.96, Validation Accuracy : 0.67 Epoch : 224, Train Loss : 1.30, Train Accuracy : 0.51, Validation Loss : 0.97, Validation Accuracy : 0.66 Epoch : 225, Train Loss : 1.30, Train Accuracy : 0.51, Validation Loss : 0.97, Validation Accuracy : 0.66 Epoch : 226, Train Loss : 1.31, Train Accuracy : 0.51, Validation Loss : 0.96, Validation Accuracy : 0.67 Epoch : 227, Train Loss : 1.30, Train Accuracy : 0.51, Validation Loss : 0.97, Validation Accuracy : 0.66 Epoch : 228, Train Loss : 1.30, Train Accuracy : 0.51, Validation Loss : 0.96, Validation Accuracy : 0.67 Epoch : 229, Train Loss : 1.30, Train Accuracy : 0.52, Validation Loss : 0.96, Validation Accuracy : 0.67 Epoch : 230, Train Loss : 1.28, Train Accuracy : 0.52, Validation Loss : 0.96, Validation Accuracy : 0.67 Epoch : 231, Train Loss : 1.29, Train Accuracy : 0.52, Validation Loss : 0.96, Validation Accuracy : 0.66 Epoch : 232, Train Loss : 1.26, Train Accuracy : 0.53, Validation Loss : 0.95, Validation Accuracy : 0.67 Epoch : 233, Train Loss : 1.29, Train Accuracy : 0.51, Validation Loss : 0.96, Validation Accuracy : 0.67 Epoch : 234, Train Loss : 1.28, Train Accuracy : 0.52, Validation Loss : 0.95, Validation Accuracy : 0.67 Epoch : 235, Train Loss : 1.28, Train Accuracy : 0.52, Validation Loss : 0.96, Validation Accuracy : 0.67 Epoch : 236, Train Loss : 1.29, Train Accuracy : 0.51, Validation Loss : 0.96, Validation Accuracy : 0.66 Epoch : 237, Train Loss : 1.29, Train Accuracy : 0.52, Validation Loss : 0.97, Validation Accuracy : 0.67 Epoch : 238, Train Loss : 1.29, Train Accuracy : 0.52, Validation Loss : 0.96, Validation Accuracy : 0.67 Epoch : 239, Train Loss : 1.29, Train Accuracy : 0.51, Validation Loss : 0.95, Validation Accuracy : 0.67 Epoch : 240, Train Loss : 1.27, Train Accuracy : 0.52, Validation Loss : 0.96, Validation Accuracy : 0.67 Epoch : 241, Train Loss : 1.28, Train Accuracy : 0.52, Validation Loss : 0.96, Validation Accuracy : 0.67 Epoch : 242, Train Loss : 1.28, Train Accuracy : 0.52, Validation Loss : 0.95, Validation Accuracy : 0.67 Epoch : 243, Train Loss : 1.27, Train Accuracy : 0.52, Validation Loss : 0.96, Validation Accuracy : 0.67 Epoch : 244, Train Loss : 1.27, Train Accuracy : 0.53, Validation Loss : 0.96, Validation Accuracy : 0.67 Epoch : 245, Train Loss : 1.28, Train Accuracy : 0.52, Validation Loss : 0.95, Validation Accuracy : 0.67 Epoch : 246, Train Loss : 1.28, Train Accuracy : 0.52, Validation Loss : 0.94, Validation Accuracy : 0.67 Epoch : 247, Train Loss : 1.27, Train Accuracy : 0.52, Validation Loss : 0.95, Validation Accuracy : 0.67 Epoch : 248, Train Loss : 1.29, Train Accuracy : 0.51, Validation Loss : 0.95, Validation Accuracy : 0.67 Epoch : 249, Train Loss : 1.28, Train Accuracy : 0.52, Validation Loss : 0.95, Validation Accuracy : 0.67 Epoch : 250, Train Loss : 1.28, Train Accuracy : 0.52, Validation Loss : 0.94, Validation Accuracy : 0.67 Epoch : 251, Train Loss : 1.26, Train Accuracy : 0.53, Validation Loss : 0.94, Validation Accuracy : 0.68 Epoch : 252, Train Loss : 1.26, Train Accuracy : 0.53, Validation Loss : 0.94, Validation Accuracy : 0.68 Epoch : 253, Train Loss : 1.25, Train Accuracy : 0.53, Validation Loss : 0.93, Validation Accuracy : 0.68 Epoch : 254, Train Loss : 1.27, Train Accuracy : 0.53, Validation Loss : 0.93, Validation Accuracy : 0.68 Epoch : 255, Train Loss : 1.26, Train Accuracy : 0.53, Validation Loss : 0.93, Validation Accuracy : 0.68 Epoch : 256, Train Loss : 1.26, Train Accuracy : 0.53, Validation Loss : 0.92, Validation Accuracy : 0.68 Epoch : 257, Train Loss : 1.25, Train Accuracy : 0.54, Validation Loss : 0.92, Validation Accuracy : 0.68 Epoch : 258, Train Loss : 1.26, Train Accuracy : 0.53, Validation Loss : 0.92, Validation Accuracy : 0.68 Epoch : 259, Train Loss : 1.26, Train Accuracy : 0.53, Validation Loss : 0.92, Validation Accuracy : 0.68 Epoch : 260, Train Loss : 1.26, Train Accuracy : 0.53, Validation Loss : 0.92, Validation Accuracy : 0.68 Epoch : 261, Train Loss : 1.24, Train Accuracy : 0.54, Validation Loss : 0.93, Validation Accuracy : 0.68 Epoch : 262, Train Loss : 1.27, Train Accuracy : 0.52, Validation Loss : 0.91, Validation Accuracy : 0.68 Epoch : 263, Train Loss : 1.27, Train Accuracy : 0.52, Validation Loss : 0.93, Validation Accuracy : 0.68 Epoch : 264, Train Loss : 1.27, Train Accuracy : 0.52, Validation Loss : 0.93, Validation Accuracy : 0.68 Epoch : 265, Train Loss : 1.25, Train Accuracy : 0.53, Validation Loss : 0.92, Validation Accuracy : 0.68 Epoch : 266, Train Loss : 1.25, Train Accuracy : 0.53, Validation Loss : 0.91, Validation Accuracy : 0.68 Epoch : 267, Train Loss : 1.27, Train Accuracy : 0.52, Validation Loss : 0.92, Validation Accuracy : 0.68 Epoch : 268, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.92, Validation Accuracy : 0.68 Epoch : 269, Train Loss : 1.24, Train Accuracy : 0.53, Validation Loss : 0.91, Validation Accuracy : 0.68 Epoch : 270, Train Loss : 1.28, Train Accuracy : 0.52, Validation Loss : 0.91, Validation Accuracy : 0.68 Epoch : 271, Train Loss : 1.26, Train Accuracy : 0.53, Validation Loss : 0.91, Validation Accuracy : 0.68 Epoch : 272, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.91, Validation Accuracy : 0.68 Epoch : 273, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.91, Validation Accuracy : 0.68 Epoch : 274, Train Loss : 1.26, Train Accuracy : 0.53, Validation Loss : 0.92, Validation Accuracy : 0.68 Epoch : 275, Train Loss : 1.25, Train Accuracy : 0.53, Validation Loss : 0.91, Validation Accuracy : 0.68 Epoch : 276, Train Loss : 1.24, Train Accuracy : 0.53, Validation Loss : 0.91, Validation Accuracy : 0.68 Epoch : 277, Train Loss : 1.26, Train Accuracy : 0.53, Validation Loss : 0.93, Validation Accuracy : 0.68 Epoch : 278, Train Loss : 1.24, Train Accuracy : 0.54, Validation Loss : 0.91, Validation Accuracy : 0.68 Epoch : 279, Train Loss : 1.25, Train Accuracy : 0.53, Validation Loss : 0.91, Validation Accuracy : 0.68 Epoch : 280, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.90, Validation Accuracy : 0.69 Epoch : 281, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.90, Validation Accuracy : 0.69 Epoch : 282, Train Loss : 1.24, Train Accuracy : 0.53, Validation Loss : 0.90, Validation Accuracy : 0.69 Epoch : 283, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.90, Validation Accuracy : 0.68 Epoch : 284, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.91, Validation Accuracy : 0.68 Epoch : 285, Train Loss : 1.26, Train Accuracy : 0.53, Validation Loss : 0.91, Validation Accuracy : 0.68 Epoch : 286, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.90, Validation Accuracy : 0.69 Epoch : 287, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.91, Validation Accuracy : 0.69 Epoch : 288, Train Loss : 1.24, Train Accuracy : 0.53, Validation Loss : 0.91, Validation Accuracy : 0.69 Epoch : 289, Train Loss : 1.25, Train Accuracy : 0.53, Validation Loss : 0.90, Validation Accuracy : 0.68 Epoch : 290, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 291, Train Loss : 1.24, Train Accuracy : 0.53, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 292, Train Loss : 1.23, Train Accuracy : 0.53, Validation Loss : 0.89, Validation Accuracy : 0.68 Epoch : 293, Train Loss : 1.23, Train Accuracy : 0.53, Validation Loss : 0.90, Validation Accuracy : 0.68 Epoch : 294, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 295, Train Loss : 1.23, Train Accuracy : 0.53, Validation Loss : 0.90, Validation Accuracy : 0.69 Epoch : 296, Train Loss : 1.24, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 297, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 298, Train Loss : 1.24, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 299, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 300, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 301, Train Loss : 1.24, Train Accuracy : 0.53, Validation Loss : 0.90, Validation Accuracy : 0.69 Epoch : 302, Train Loss : 1.24, Train Accuracy : 0.54, Validation Loss : 0.90, Validation Accuracy : 0.68 Epoch : 303, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 304, Train Loss : 1.24, Train Accuracy : 0.53, Validation Loss : 0.90, Validation Accuracy : 0.69 Epoch : 305, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.90, Validation Accuracy : 0.69 Epoch : 306, Train Loss : 1.25, Train Accuracy : 0.53, Validation Loss : 0.90, Validation Accuracy : 0.69 Epoch : 307, Train Loss : 1.26, Train Accuracy : 0.53, Validation Loss : 0.90, Validation Accuracy : 0.69 Epoch : 308, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 309, Train Loss : 1.24, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 310, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 311, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.90, Validation Accuracy : 0.69 Epoch : 312, Train Loss : 1.23, Train Accuracy : 0.53, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 313, Train Loss : 1.24, Train Accuracy : 0.54, Validation Loss : 0.90, Validation Accuracy : 0.68 Epoch : 314, Train Loss : 1.24, Train Accuracy : 0.53, Validation Loss : 0.89, Validation Accuracy : 0.68 Epoch : 315, Train Loss : 1.25, Train Accuracy : 0.53, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 316, Train Loss : 1.24, Train Accuracy : 0.53, Validation Loss : 0.91, Validation Accuracy : 0.69 Epoch : 317, Train Loss : 1.24, Train Accuracy : 0.53, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 318, Train Loss : 1.24, Train Accuracy : 0.54, Validation Loss : 0.90, Validation Accuracy : 0.69 Epoch : 319, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 320, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 321, Train Loss : 1.24, Train Accuracy : 0.53, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 322, Train Loss : 1.24, Train Accuracy : 0.53, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 323, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 324, Train Loss : 1.25, Train Accuracy : 0.53, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 325, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 326, Train Loss : 1.24, Train Accuracy : 0.53, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 327, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 328, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 329, Train Loss : 1.23, Train Accuracy : 0.53, Validation Loss : 0.90, Validation Accuracy : 0.69 Epoch : 330, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 331, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 332, Train Loss : 1.23, Train Accuracy : 0.53, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 333, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 334, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 335, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 336, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.90, Validation Accuracy : 0.69 Epoch : 337, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 338, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 339, Train Loss : 1.21, Train Accuracy : 0.55, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 340, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 341, Train Loss : 1.21, Train Accuracy : 0.55, Validation Loss : 0.89, Validation Accuracy : 0.68 Epoch : 342, Train Loss : 1.24, Train Accuracy : 0.53, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 343, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 344, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 345, Train Loss : 1.23, Train Accuracy : 0.53, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 346, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 347, Train Loss : 1.22, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 348, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 349, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 350, Train Loss : 1.21, Train Accuracy : 0.55, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 351, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.89, Validation Accuracy : 0.69 Epoch : 352, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 353, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 354, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 355, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 356, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 357, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 358, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 359, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 360, Train Loss : 1.19, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 361, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 362, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 363, Train Loss : 1.23, Train Accuracy : 0.53, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 364, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 365, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 366, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 367, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 368, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 369, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 370, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 371, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 372, Train Loss : 1.23, Train Accuracy : 0.53, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 373, Train Loss : 1.25, Train Accuracy : 0.53, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 374, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 375, Train Loss : 1.21, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 376, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 377, Train Loss : 1.19, Train Accuracy : 0.55, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 378, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 379, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 380, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 381, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 382, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 383, Train Loss : 1.22, Train Accuracy : 0.53, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 384, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 385, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 386, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 387, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 388, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 389, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 390, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.70 Epoch : 391, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 392, Train Loss : 1.23, Train Accuracy : 0.53, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 393, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 394, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 395, Train Loss : 1.17, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 396, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 397, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 398, Train Loss : 1.22, Train Accuracy : 0.53, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 399, Train Loss : 1.24, Train Accuracy : 0.53, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 400, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 401, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.88, Validation Accuracy : 0.68 Epoch : 402, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 403, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 404, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 405, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 406, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 407, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.70 Epoch : 408, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.70 Epoch : 409, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 410, Train Loss : 1.19, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 411, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 412, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 413, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 414, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 415, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 416, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 417, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 418, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 419, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 420, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 421, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 422, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 423, Train Loss : 1.21, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 424, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 425, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 426, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 427, Train Loss : 1.19, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 428, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 429, Train Loss : 1.19, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 430, Train Loss : 1.19, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 431, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 432, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 433, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.70 Epoch : 434, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 435, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 436, Train Loss : 1.23, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 437, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 438, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 439, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 440, Train Loss : 1.19, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 441, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.85, Validation Accuracy : 0.69 Epoch : 442, Train Loss : 1.19, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 443, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 444, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 445, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 446, Train Loss : 1.19, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 447, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 448, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 449, Train Loss : 1.19, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 450, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 451, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 452, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 453, Train Loss : 1.19, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 454, Train Loss : 1.19, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.70 Epoch : 455, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 456, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 457, Train Loss : 1.19, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 458, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 459, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 460, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.85, Validation Accuracy : 0.69 Epoch : 461, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 462, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 463, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 464, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.85, Validation Accuracy : 0.69 Epoch : 465, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 466, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 467, Train Loss : 1.19, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 468, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 469, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 470, Train Loss : 1.19, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 471, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 472, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 473, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 474, Train Loss : 1.22, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 475, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 476, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 477, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.88, Validation Accuracy : 0.69 Epoch : 478, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 479, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 480, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 481, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 482, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 483, Train Loss : 1.20, Train Accuracy : 0.55, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 484, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.87, Validation Accuracy : 0.69 Epoch : 485, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 486, Train Loss : 1.19, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 487, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 488, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 489, Train Loss : 1.19, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.70 Epoch : 490, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 491, Train Loss : 1.19, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 492, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 493, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 494, Train Loss : 1.17, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 495, Train Loss : 1.19, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 496, Train Loss : 1.20, Train Accuracy : 0.54, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 497, Train Loss : 1.17, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69 Epoch : 498, Train Loss : 1.21, Train Accuracy : 0.54, Validation Loss : 0.85, Validation Accuracy : 0.69 Epoch : 499, Train Loss : 1.18, Train Accuracy : 0.55, Validation Loss : 0.86, Validation Accuracy : 0.69
fig, (ax1, ax2) = plt.subplots(1,2, figsize=(15,6))
fig.suptitle(f"model_nn_3_layers_simple : 500 Epochs, 3e-4 Adam", fontsize=16)
ax1.plot(history7['train_acc'], label='train accuracy')
ax1.plot(history7['valid_acc'], label='valid accuracy')
ax1.legend()
ax2.plot(history7['train_loss'], label='train loss')
ax2.plot(history7['valid_loss'], label='valid loss')
ax2.legend()
fig.show()
model_6_layers = NNModel_6Layers(input_size, output_size)
history8 = fit(model_6_layers, train_dl, test_dl, 500, 0.001, optim=torch.optim.SGD)
Epoch : 0, Train Loss : 2.30, Train Accuracy : 0.12, Validation Loss : 2.26, Validation Accuracy : 0.15 Epoch : 1, Train Loss : 2.28, Train Accuracy : 0.13, Validation Loss : 2.25, Validation Accuracy : 0.15 Epoch : 2, Train Loss : 2.27, Train Accuracy : 0.14, Validation Loss : 2.23, Validation Accuracy : 0.15 Epoch : 3, Train Loss : 2.27, Train Accuracy : 0.14, Validation Loss : 2.21, Validation Accuracy : 0.14 Epoch : 4, Train Loss : 2.26, Train Accuracy : 0.14, Validation Loss : 2.20, Validation Accuracy : 0.18 Epoch : 5, Train Loss : 2.25, Train Accuracy : 0.15, Validation Loss : 2.19, Validation Accuracy : 0.20 Epoch : 6, Train Loss : 2.24, Train Accuracy : 0.16, Validation Loss : 2.17, Validation Accuracy : 0.23 Epoch : 7, Train Loss : 2.23, Train Accuracy : 0.17, Validation Loss : 2.16, Validation Accuracy : 0.25 Epoch : 8, Train Loss : 2.23, Train Accuracy : 0.17, Validation Loss : 2.15, Validation Accuracy : 0.24 Epoch : 9, Train Loss : 2.22, Train Accuracy : 0.18, Validation Loss : 2.14, Validation Accuracy : 0.25 Epoch : 10, Train Loss : 2.22, Train Accuracy : 0.18, Validation Loss : 2.13, Validation Accuracy : 0.25 Epoch : 11, Train Loss : 2.21, Train Accuracy : 0.18, Validation Loss : 2.12, Validation Accuracy : 0.29 Epoch : 12, Train Loss : 2.20, Train Accuracy : 0.20, Validation Loss : 2.11, Validation Accuracy : 0.27 Epoch : 13, Train Loss : 2.19, Train Accuracy : 0.20, Validation Loss : 2.10, Validation Accuracy : 0.30 Epoch : 14, Train Loss : 2.17, Train Accuracy : 0.21, Validation Loss : 2.09, Validation Accuracy : 0.29 Epoch : 15, Train Loss : 2.18, Train Accuracy : 0.21, Validation Loss : 2.07, Validation Accuracy : 0.30 Epoch : 16, Train Loss : 2.15, Train Accuracy : 0.23, Validation Loss : 2.06, Validation Accuracy : 0.30 Epoch : 17, Train Loss : 2.15, Train Accuracy : 0.23, Validation Loss : 2.04, Validation Accuracy : 0.31 Epoch : 18, Train Loss : 2.14, Train Accuracy : 0.24, Validation Loss : 2.03, Validation Accuracy : 0.31 Epoch : 19, Train Loss : 2.12, Train Accuracy : 0.24, Validation Loss : 2.01, Validation Accuracy : 0.32 Epoch : 20, Train Loss : 2.10, Train Accuracy : 0.26, Validation Loss : 2.00, Validation Accuracy : 0.33 Epoch : 21, Train Loss : 2.10, Train Accuracy : 0.26, Validation Loss : 1.99, Validation Accuracy : 0.34 Epoch : 22, Train Loss : 2.09, Train Accuracy : 0.27, Validation Loss : 1.97, Validation Accuracy : 0.34 Epoch : 23, Train Loss : 2.08, Train Accuracy : 0.28, Validation Loss : 1.96, Validation Accuracy : 0.35 Epoch : 24, Train Loss : 2.08, Train Accuracy : 0.28, Validation Loss : 1.95, Validation Accuracy : 0.36 Epoch : 25, Train Loss : 2.06, Train Accuracy : 0.29, Validation Loss : 1.94, Validation Accuracy : 0.36 Epoch : 26, Train Loss : 2.04, Train Accuracy : 0.30, Validation Loss : 1.92, Validation Accuracy : 0.37 Epoch : 27, Train Loss : 2.04, Train Accuracy : 0.30, Validation Loss : 1.91, Validation Accuracy : 0.37 Epoch : 28, Train Loss : 2.03, Train Accuracy : 0.30, Validation Loss : 1.90, Validation Accuracy : 0.38 Epoch : 29, Train Loss : 2.02, Train Accuracy : 0.31, Validation Loss : 1.89, Validation Accuracy : 0.38 Epoch : 30, Train Loss : 2.00, Train Accuracy : 0.32, Validation Loss : 1.88, Validation Accuracy : 0.39 Epoch : 31, Train Loss : 1.99, Train Accuracy : 0.32, Validation Loss : 1.87, Validation Accuracy : 0.37 Epoch : 32, Train Loss : 1.99, Train Accuracy : 0.32, Validation Loss : 1.86, Validation Accuracy : 0.39 Epoch : 33, Train Loss : 1.99, Train Accuracy : 0.33, Validation Loss : 1.85, Validation Accuracy : 0.38 Epoch : 34, Train Loss : 1.97, Train Accuracy : 0.33, Validation Loss : 1.84, Validation Accuracy : 0.39 Epoch : 35, Train Loss : 1.97, Train Accuracy : 0.33, Validation Loss : 1.83, Validation Accuracy : 0.41 Epoch : 36, Train Loss : 1.95, Train Accuracy : 0.34, Validation Loss : 1.82, Validation Accuracy : 0.40 Epoch : 37, Train Loss : 1.95, Train Accuracy : 0.34, Validation Loss : 1.81, Validation Accuracy : 0.41 Epoch : 38, Train Loss : 1.94, Train Accuracy : 0.34, Validation Loss : 1.80, Validation Accuracy : 0.41 Epoch : 39, Train Loss : 1.92, Train Accuracy : 0.35, Validation Loss : 1.79, Validation Accuracy : 0.42 Epoch : 40, Train Loss : 1.92, Train Accuracy : 0.34, Validation Loss : 1.78, Validation Accuracy : 0.42 Epoch : 41, Train Loss : 1.92, Train Accuracy : 0.35, Validation Loss : 1.77, Validation Accuracy : 0.43 Epoch : 42, Train Loss : 1.90, Train Accuracy : 0.37, Validation Loss : 1.75, Validation Accuracy : 0.44 Epoch : 43, Train Loss : 1.89, Train Accuracy : 0.36, Validation Loss : 1.75, Validation Accuracy : 0.44 Epoch : 44, Train Loss : 1.89, Train Accuracy : 0.36, Validation Loss : 1.74, Validation Accuracy : 0.44 Epoch : 45, Train Loss : 1.88, Train Accuracy : 0.37, Validation Loss : 1.73, Validation Accuracy : 0.44 Epoch : 46, Train Loss : 1.88, Train Accuracy : 0.36, Validation Loss : 1.73, Validation Accuracy : 0.44 Epoch : 47, Train Loss : 1.88, Train Accuracy : 0.36, Validation Loss : 1.72, Validation Accuracy : 0.46 Epoch : 48, Train Loss : 1.86, Train Accuracy : 0.37, Validation Loss : 1.70, Validation Accuracy : 0.45 Epoch : 49, Train Loss : 1.85, Train Accuracy : 0.37, Validation Loss : 1.69, Validation Accuracy : 0.45 Epoch : 50, Train Loss : 1.84, Train Accuracy : 0.38, Validation Loss : 1.68, Validation Accuracy : 0.46 Epoch : 51, Train Loss : 1.83, Train Accuracy : 0.38, Validation Loss : 1.68, Validation Accuracy : 0.46 Epoch : 52, Train Loss : 1.83, Train Accuracy : 0.38, Validation Loss : 1.67, Validation Accuracy : 0.46 Epoch : 53, Train Loss : 1.82, Train Accuracy : 0.39, Validation Loss : 1.66, Validation Accuracy : 0.46 Epoch : 54, Train Loss : 1.81, Train Accuracy : 0.39, Validation Loss : 1.65, Validation Accuracy : 0.46 Epoch : 55, Train Loss : 1.81, Train Accuracy : 0.39, Validation Loss : 1.64, Validation Accuracy : 0.46 Epoch : 56, Train Loss : 1.82, Train Accuracy : 0.39, Validation Loss : 1.64, Validation Accuracy : 0.45 Epoch : 57, Train Loss : 1.80, Train Accuracy : 0.39, Validation Loss : 1.64, Validation Accuracy : 0.47 Epoch : 58, Train Loss : 1.79, Train Accuracy : 0.40, Validation Loss : 1.62, Validation Accuracy : 0.47 Epoch : 59, Train Loss : 1.77, Train Accuracy : 0.40, Validation Loss : 1.62, Validation Accuracy : 0.47 Epoch : 60, Train Loss : 1.78, Train Accuracy : 0.40, Validation Loss : 1.62, Validation Accuracy : 0.47 Epoch : 61, Train Loss : 1.78, Train Accuracy : 0.40, Validation Loss : 1.61, Validation Accuracy : 0.47 Epoch : 62, Train Loss : 1.77, Train Accuracy : 0.41, Validation Loss : 1.60, Validation Accuracy : 0.47 Epoch : 63, Train Loss : 1.77, Train Accuracy : 0.41, Validation Loss : 1.59, Validation Accuracy : 0.48 Epoch : 64, Train Loss : 1.76, Train Accuracy : 0.41, Validation Loss : 1.58, Validation Accuracy : 0.48 Epoch : 65, Train Loss : 1.74, Train Accuracy : 0.41, Validation Loss : 1.58, Validation Accuracy : 0.48 Epoch : 66, Train Loss : 1.75, Train Accuracy : 0.42, Validation Loss : 1.57, Validation Accuracy : 0.49 Epoch : 67, Train Loss : 1.74, Train Accuracy : 0.42, Validation Loss : 1.56, Validation Accuracy : 0.48 Epoch : 68, Train Loss : 1.74, Train Accuracy : 0.42, Validation Loss : 1.56, Validation Accuracy : 0.49 Epoch : 69, Train Loss : 1.73, Train Accuracy : 0.42, Validation Loss : 1.55, Validation Accuracy : 0.49 Epoch : 70, Train Loss : 1.73, Train Accuracy : 0.42, Validation Loss : 1.55, Validation Accuracy : 0.50 Epoch : 71, Train Loss : 1.73, Train Accuracy : 0.42, Validation Loss : 1.55, Validation Accuracy : 0.50 Epoch : 72, Train Loss : 1.73, Train Accuracy : 0.43, Validation Loss : 1.54, Validation Accuracy : 0.50 Epoch : 73, Train Loss : 1.70, Train Accuracy : 0.43, Validation Loss : 1.53, Validation Accuracy : 0.50 Epoch : 74, Train Loss : 1.72, Train Accuracy : 0.43, Validation Loss : 1.53, Validation Accuracy : 0.49 Epoch : 75, Train Loss : 1.70, Train Accuracy : 0.44, Validation Loss : 1.52, Validation Accuracy : 0.50 Epoch : 76, Train Loss : 1.70, Train Accuracy : 0.43, Validation Loss : 1.52, Validation Accuracy : 0.50 Epoch : 77, Train Loss : 1.69, Train Accuracy : 0.43, Validation Loss : 1.51, Validation Accuracy : 0.50 Epoch : 78, Train Loss : 1.71, Train Accuracy : 0.43, Validation Loss : 1.51, Validation Accuracy : 0.50 Epoch : 79, Train Loss : 1.69, Train Accuracy : 0.43, Validation Loss : 1.51, Validation Accuracy : 0.51 Epoch : 80, Train Loss : 1.68, Train Accuracy : 0.44, Validation Loss : 1.50, Validation Accuracy : 0.50 Epoch : 81, Train Loss : 1.67, Train Accuracy : 0.44, Validation Loss : 1.49, Validation Accuracy : 0.51 Epoch : 82, Train Loss : 1.69, Train Accuracy : 0.44, Validation Loss : 1.50, Validation Accuracy : 0.50 Epoch : 83, Train Loss : 1.69, Train Accuracy : 0.43, Validation Loss : 1.49, Validation Accuracy : 0.51 Epoch : 84, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.48, Validation Accuracy : 0.51 Epoch : 85, Train Loss : 1.67, Train Accuracy : 0.44, Validation Loss : 1.48, Validation Accuracy : 0.51 Epoch : 86, Train Loss : 1.66, Train Accuracy : 0.44, Validation Loss : 1.47, Validation Accuracy : 0.51 Epoch : 87, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.46, Validation Accuracy : 0.52 Epoch : 88, Train Loss : 1.65, Train Accuracy : 0.45, Validation Loss : 1.47, Validation Accuracy : 0.52 Epoch : 89, Train Loss : 1.63, Train Accuracy : 0.45, Validation Loss : 1.46, Validation Accuracy : 0.52 Epoch : 90, Train Loss : 1.66, Train Accuracy : 0.45, Validation Loss : 1.46, Validation Accuracy : 0.52 Epoch : 91, Train Loss : 1.64, Train Accuracy : 0.46, Validation Loss : 1.45, Validation Accuracy : 0.52 Epoch : 92, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.44, Validation Accuracy : 0.52 Epoch : 93, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.45, Validation Accuracy : 0.53 Epoch : 94, Train Loss : 1.65, Train Accuracy : 0.46, Validation Loss : 1.44, Validation Accuracy : 0.53 Epoch : 95, Train Loss : 1.64, Train Accuracy : 0.45, Validation Loss : 1.44, Validation Accuracy : 0.53 Epoch : 96, Train Loss : 1.63, Train Accuracy : 0.46, Validation Loss : 1.44, Validation Accuracy : 0.53 Epoch : 97, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.43, Validation Accuracy : 0.53 Epoch : 98, Train Loss : 1.60, Train Accuracy : 0.48, Validation Loss : 1.42, Validation Accuracy : 0.54 Epoch : 99, Train Loss : 1.62, Train Accuracy : 0.46, Validation Loss : 1.42, Validation Accuracy : 0.54 Epoch : 100, Train Loss : 1.62, Train Accuracy : 0.47, Validation Loss : 1.42, Validation Accuracy : 0.54 Epoch : 101, Train Loss : 1.62, Train Accuracy : 0.47, Validation Loss : 1.41, Validation Accuracy : 0.53 Epoch : 102, Train Loss : 1.61, Train Accuracy : 0.47, Validation Loss : 1.41, Validation Accuracy : 0.54 Epoch : 103, Train Loss : 1.59, Train Accuracy : 0.47, Validation Loss : 1.40, Validation Accuracy : 0.53 Epoch : 104, Train Loss : 1.59, Train Accuracy : 0.48, Validation Loss : 1.40, Validation Accuracy : 0.54 Epoch : 105, Train Loss : 1.60, Train Accuracy : 0.48, Validation Loss : 1.40, Validation Accuracy : 0.55 Epoch : 106, Train Loss : 1.60, Train Accuracy : 0.48, Validation Loss : 1.41, Validation Accuracy : 0.54 Epoch : 107, Train Loss : 1.58, Train Accuracy : 0.49, Validation Loss : 1.39, Validation Accuracy : 0.56 Epoch : 108, Train Loss : 1.60, Train Accuracy : 0.47, Validation Loss : 1.40, Validation Accuracy : 0.56 Epoch : 109, Train Loss : 1.59, Train Accuracy : 0.48, Validation Loss : 1.38, Validation Accuracy : 0.55 Epoch : 110, Train Loss : 1.57, Train Accuracy : 0.49, Validation Loss : 1.38, Validation Accuracy : 0.55 Epoch : 111, Train Loss : 1.57, Train Accuracy : 0.49, Validation Loss : 1.38, Validation Accuracy : 0.55 Epoch : 112, Train Loss : 1.56, Train Accuracy : 0.49, Validation Loss : 1.37, Validation Accuracy : 0.57 Epoch : 113, Train Loss : 1.57, Train Accuracy : 0.49, Validation Loss : 1.38, Validation Accuracy : 0.56 Epoch : 114, Train Loss : 1.57, Train Accuracy : 0.49, Validation Loss : 1.36, Validation Accuracy : 0.56 Epoch : 115, Train Loss : 1.57, Train Accuracy : 0.49, Validation Loss : 1.36, Validation Accuracy : 0.56 Epoch : 116, Train Loss : 1.53, Train Accuracy : 0.50, Validation Loss : 1.36, Validation Accuracy : 0.55 Epoch : 117, Train Loss : 1.54, Train Accuracy : 0.51, Validation Loss : 1.35, Validation Accuracy : 0.56 Epoch : 118, Train Loss : 1.54, Train Accuracy : 0.50, Validation Loss : 1.35, Validation Accuracy : 0.56 Epoch : 119, Train Loss : 1.54, Train Accuracy : 0.51, Validation Loss : 1.35, Validation Accuracy : 0.56 Epoch : 120, Train Loss : 1.54, Train Accuracy : 0.50, Validation Loss : 1.34, Validation Accuracy : 0.57 Epoch : 121, Train Loss : 1.55, Train Accuracy : 0.50, Validation Loss : 1.34, Validation Accuracy : 0.57 Epoch : 122, Train Loss : 1.53, Train Accuracy : 0.51, Validation Loss : 1.33, Validation Accuracy : 0.58 Epoch : 123, Train Loss : 1.53, Train Accuracy : 0.50, Validation Loss : 1.33, Validation Accuracy : 0.57 Epoch : 124, Train Loss : 1.52, Train Accuracy : 0.50, Validation Loss : 1.34, Validation Accuracy : 0.57 Epoch : 125, Train Loss : 1.53, Train Accuracy : 0.51, Validation Loss : 1.32, Validation Accuracy : 0.57 Epoch : 126, Train Loss : 1.51, Train Accuracy : 0.51, Validation Loss : 1.31, Validation Accuracy : 0.57 Epoch : 127, Train Loss : 1.51, Train Accuracy : 0.52, Validation Loss : 1.31, Validation Accuracy : 0.58 Epoch : 128, Train Loss : 1.51, Train Accuracy : 0.51, Validation Loss : 1.31, Validation Accuracy : 0.58 Epoch : 129, Train Loss : 1.51, Train Accuracy : 0.51, Validation Loss : 1.32, Validation Accuracy : 0.58 Epoch : 130, Train Loss : 1.50, Train Accuracy : 0.52, Validation Loss : 1.30, Validation Accuracy : 0.58 Epoch : 131, Train Loss : 1.50, Train Accuracy : 0.51, Validation Loss : 1.30, Validation Accuracy : 0.58 Epoch : 132, Train Loss : 1.49, Train Accuracy : 0.52, Validation Loss : 1.30, Validation Accuracy : 0.59 Epoch : 133, Train Loss : 1.48, Train Accuracy : 0.52, Validation Loss : 1.30, Validation Accuracy : 0.59 Epoch : 134, Train Loss : 1.49, Train Accuracy : 0.52, Validation Loss : 1.29, Validation Accuracy : 0.58 Epoch : 135, Train Loss : 1.51, Train Accuracy : 0.52, Validation Loss : 1.29, Validation Accuracy : 0.58 Epoch : 136, Train Loss : 1.48, Train Accuracy : 0.52, Validation Loss : 1.28, Validation Accuracy : 0.59 Epoch : 137, Train Loss : 1.48, Train Accuracy : 0.52, Validation Loss : 1.27, Validation Accuracy : 0.59 Epoch : 138, Train Loss : 1.49, Train Accuracy : 0.52, Validation Loss : 1.28, Validation Accuracy : 0.59 Epoch : 139, Train Loss : 1.50, Train Accuracy : 0.52, Validation Loss : 1.28, Validation Accuracy : 0.60 Epoch : 140, Train Loss : 1.48, Train Accuracy : 0.52, Validation Loss : 1.28, Validation Accuracy : 0.60 Epoch : 141, Train Loss : 1.49, Train Accuracy : 0.52, Validation Loss : 1.27, Validation Accuracy : 0.60 Epoch : 142, Train Loss : 1.48, Train Accuracy : 0.53, Validation Loss : 1.29, Validation Accuracy : 0.60 Epoch : 143, Train Loss : 1.47, Train Accuracy : 0.53, Validation Loss : 1.26, Validation Accuracy : 0.60 Epoch : 144, Train Loss : 1.46, Train Accuracy : 0.53, Validation Loss : 1.26, Validation Accuracy : 0.60 Epoch : 145, Train Loss : 1.48, Train Accuracy : 0.52, Validation Loss : 1.25, Validation Accuracy : 0.59 Epoch : 146, Train Loss : 1.47, Train Accuracy : 0.53, Validation Loss : 1.25, Validation Accuracy : 0.60 Epoch : 147, Train Loss : 1.47, Train Accuracy : 0.53, Validation Loss : 1.25, Validation Accuracy : 0.60 Epoch : 148, Train Loss : 1.46, Train Accuracy : 0.53, Validation Loss : 1.25, Validation Accuracy : 0.61 Epoch : 149, Train Loss : 1.46, Train Accuracy : 0.53, Validation Loss : 1.26, Validation Accuracy : 0.60 Epoch : 150, Train Loss : 1.45, Train Accuracy : 0.53, Validation Loss : 1.25, Validation Accuracy : 0.60 Epoch : 151, Train Loss : 1.44, Train Accuracy : 0.54, Validation Loss : 1.24, Validation Accuracy : 0.61 Epoch : 152, Train Loss : 1.45, Train Accuracy : 0.53, Validation Loss : 1.26, Validation Accuracy : 0.61 Epoch : 153, Train Loss : 1.43, Train Accuracy : 0.54, Validation Loss : 1.26, Validation Accuracy : 0.60 Epoch : 154, Train Loss : 1.44, Train Accuracy : 0.54, Validation Loss : 1.24, Validation Accuracy : 0.61 Epoch : 155, Train Loss : 1.43, Train Accuracy : 0.54, Validation Loss : 1.24, Validation Accuracy : 0.61 Epoch : 156, Train Loss : 1.45, Train Accuracy : 0.54, Validation Loss : 1.24, Validation Accuracy : 0.61 Epoch : 157, Train Loss : 1.45, Train Accuracy : 0.53, Validation Loss : 1.24, Validation Accuracy : 0.62 Epoch : 158, Train Loss : 1.43, Train Accuracy : 0.54, Validation Loss : 1.23, Validation Accuracy : 0.62 Epoch : 159, Train Loss : 1.44, Train Accuracy : 0.54, Validation Loss : 1.23, Validation Accuracy : 0.61 Epoch : 160, Train Loss : 1.42, Train Accuracy : 0.55, Validation Loss : 1.23, Validation Accuracy : 0.60 Epoch : 161, Train Loss : 1.42, Train Accuracy : 0.55, Validation Loss : 1.22, Validation Accuracy : 0.62 Epoch : 162, Train Loss : 1.44, Train Accuracy : 0.54, Validation Loss : 1.22, Validation Accuracy : 0.63 Epoch : 163, Train Loss : 1.43, Train Accuracy : 0.54, Validation Loss : 1.22, Validation Accuracy : 0.62 Epoch : 164, Train Loss : 1.42, Train Accuracy : 0.54, Validation Loss : 1.21, Validation Accuracy : 0.62 Epoch : 165, Train Loss : 1.42, Train Accuracy : 0.54, Validation Loss : 1.23, Validation Accuracy : 0.61 Epoch : 166, Train Loss : 1.42, Train Accuracy : 0.55, Validation Loss : 1.21, Validation Accuracy : 0.62 Epoch : 167, Train Loss : 1.42, Train Accuracy : 0.55, Validation Loss : 1.21, Validation Accuracy : 0.62 Epoch : 168, Train Loss : 1.40, Train Accuracy : 0.55, Validation Loss : 1.21, Validation Accuracy : 0.63 Epoch : 169, Train Loss : 1.40, Train Accuracy : 0.55, Validation Loss : 1.20, Validation Accuracy : 0.63 Epoch : 170, Train Loss : 1.41, Train Accuracy : 0.55, Validation Loss : 1.20, Validation Accuracy : 0.62 Epoch : 171, Train Loss : 1.39, Train Accuracy : 0.55, Validation Loss : 1.20, Validation Accuracy : 0.63 Epoch : 172, Train Loss : 1.40, Train Accuracy : 0.55, Validation Loss : 1.20, Validation Accuracy : 0.63 Epoch : 173, Train Loss : 1.41, Train Accuracy : 0.54, Validation Loss : 1.21, Validation Accuracy : 0.63 Epoch : 174, Train Loss : 1.40, Train Accuracy : 0.55, Validation Loss : 1.20, Validation Accuracy : 0.63 Epoch : 175, Train Loss : 1.40, Train Accuracy : 0.55, Validation Loss : 1.20, Validation Accuracy : 0.63 Epoch : 176, Train Loss : 1.41, Train Accuracy : 0.56, Validation Loss : 1.20, Validation Accuracy : 0.62 Epoch : 177, Train Loss : 1.39, Train Accuracy : 0.55, Validation Loss : 1.18, Validation Accuracy : 0.63 Epoch : 178, Train Loss : 1.39, Train Accuracy : 0.55, Validation Loss : 1.19, Validation Accuracy : 0.63 Epoch : 179, Train Loss : 1.39, Train Accuracy : 0.56, Validation Loss : 1.19, Validation Accuracy : 0.63 Epoch : 180, Train Loss : 1.40, Train Accuracy : 0.56, Validation Loss : 1.18, Validation Accuracy : 0.63 Epoch : 181, Train Loss : 1.39, Train Accuracy : 0.55, Validation Loss : 1.18, Validation Accuracy : 0.64 Epoch : 182, Train Loss : 1.40, Train Accuracy : 0.55, Validation Loss : 1.18, Validation Accuracy : 0.64 Epoch : 183, Train Loss : 1.39, Train Accuracy : 0.56, Validation Loss : 1.18, Validation Accuracy : 0.63 Epoch : 184, Train Loss : 1.38, Train Accuracy : 0.55, Validation Loss : 1.18, Validation Accuracy : 0.64 Epoch : 185, Train Loss : 1.37, Train Accuracy : 0.56, Validation Loss : 1.19, Validation Accuracy : 0.63 Epoch : 186, Train Loss : 1.38, Train Accuracy : 0.56, Validation Loss : 1.16, Validation Accuracy : 0.64 Epoch : 187, Train Loss : 1.38, Train Accuracy : 0.56, Validation Loss : 1.17, Validation Accuracy : 0.64 Epoch : 188, Train Loss : 1.36, Train Accuracy : 0.56, Validation Loss : 1.17, Validation Accuracy : 0.64 Epoch : 189, Train Loss : 1.38, Train Accuracy : 0.56, Validation Loss : 1.17, Validation Accuracy : 0.64 Epoch : 190, Train Loss : 1.36, Train Accuracy : 0.57, Validation Loss : 1.16, Validation Accuracy : 0.63 Epoch : 191, Train Loss : 1.37, Train Accuracy : 0.56, Validation Loss : 1.16, Validation Accuracy : 0.64 Epoch : 192, Train Loss : 1.37, Train Accuracy : 0.56, Validation Loss : 1.16, Validation Accuracy : 0.64 Epoch : 193, Train Loss : 1.37, Train Accuracy : 0.56, Validation Loss : 1.16, Validation Accuracy : 0.64 Epoch : 194, Train Loss : 1.39, Train Accuracy : 0.55, Validation Loss : 1.16, Validation Accuracy : 0.64 Epoch : 195, Train Loss : 1.37, Train Accuracy : 0.57, Validation Loss : 1.16, Validation Accuracy : 0.64 Epoch : 196, Train Loss : 1.36, Train Accuracy : 0.57, Validation Loss : 1.16, Validation Accuracy : 0.64 Epoch : 197, Train Loss : 1.37, Train Accuracy : 0.57, Validation Loss : 1.15, Validation Accuracy : 0.64 Epoch : 198, Train Loss : 1.35, Train Accuracy : 0.57, Validation Loss : 1.15, Validation Accuracy : 0.64 Epoch : 199, Train Loss : 1.37, Train Accuracy : 0.56, Validation Loss : 1.15, Validation Accuracy : 0.64 Epoch : 200, Train Loss : 1.34, Train Accuracy : 0.57, Validation Loss : 1.17, Validation Accuracy : 0.64 Epoch : 201, Train Loss : 1.37, Train Accuracy : 0.57, Validation Loss : 1.15, Validation Accuracy : 0.64 Epoch : 202, Train Loss : 1.36, Train Accuracy : 0.57, Validation Loss : 1.13, Validation Accuracy : 0.65 Epoch : 203, Train Loss : 1.35, Train Accuracy : 0.57, Validation Loss : 1.14, Validation Accuracy : 0.64 Epoch : 204, Train Loss : 1.36, Train Accuracy : 0.57, Validation Loss : 1.13, Validation Accuracy : 0.64 Epoch : 205, Train Loss : 1.35, Train Accuracy : 0.57, Validation Loss : 1.14, Validation Accuracy : 0.64 Epoch : 206, Train Loss : 1.36, Train Accuracy : 0.57, Validation Loss : 1.13, Validation Accuracy : 0.64 Epoch : 207, Train Loss : 1.35, Train Accuracy : 0.57, Validation Loss : 1.14, Validation Accuracy : 0.65 Epoch : 208, Train Loss : 1.35, Train Accuracy : 0.57, Validation Loss : 1.13, Validation Accuracy : 0.65 Epoch : 209, Train Loss : 1.34, Train Accuracy : 0.58, Validation Loss : 1.12, Validation Accuracy : 0.64 Epoch : 210, Train Loss : 1.33, Train Accuracy : 0.58, Validation Loss : 1.13, Validation Accuracy : 0.64 Epoch : 211, Train Loss : 1.33, Train Accuracy : 0.58, Validation Loss : 1.12, Validation Accuracy : 0.65 Epoch : 212, Train Loss : 1.33, Train Accuracy : 0.58, Validation Loss : 1.12, Validation Accuracy : 0.65 Epoch : 213, Train Loss : 1.32, Train Accuracy : 0.58, Validation Loss : 1.12, Validation Accuracy : 0.65 Epoch : 214, Train Loss : 1.35, Train Accuracy : 0.57, Validation Loss : 1.12, Validation Accuracy : 0.65 Epoch : 215, Train Loss : 1.34, Train Accuracy : 0.57, Validation Loss : 1.13, Validation Accuracy : 0.65 Epoch : 216, Train Loss : 1.33, Train Accuracy : 0.58, Validation Loss : 1.15, Validation Accuracy : 0.63 Epoch : 217, Train Loss : 1.33, Train Accuracy : 0.57, Validation Loss : 1.11, Validation Accuracy : 0.65 Epoch : 218, Train Loss : 1.32, Train Accuracy : 0.58, Validation Loss : 1.11, Validation Accuracy : 0.66 Epoch : 219, Train Loss : 1.31, Train Accuracy : 0.58, Validation Loss : 1.11, Validation Accuracy : 0.65 Epoch : 220, Train Loss : 1.32, Train Accuracy : 0.58, Validation Loss : 1.11, Validation Accuracy : 0.66 Epoch : 221, Train Loss : 1.33, Train Accuracy : 0.58, Validation Loss : 1.10, Validation Accuracy : 0.65 Epoch : 222, Train Loss : 1.30, Train Accuracy : 0.59, Validation Loss : 1.10, Validation Accuracy : 0.66 Epoch : 223, Train Loss : 1.31, Train Accuracy : 0.58, Validation Loss : 1.10, Validation Accuracy : 0.66 Epoch : 224, Train Loss : 1.31, Train Accuracy : 0.59, Validation Loss : 1.10, Validation Accuracy : 0.66 Epoch : 225, Train Loss : 1.32, Train Accuracy : 0.58, Validation Loss : 1.11, Validation Accuracy : 0.66 Epoch : 226, Train Loss : 1.31, Train Accuracy : 0.58, Validation Loss : 1.10, Validation Accuracy : 0.66 Epoch : 227, Train Loss : 1.32, Train Accuracy : 0.58, Validation Loss : 1.10, Validation Accuracy : 0.65 Epoch : 228, Train Loss : 1.31, Train Accuracy : 0.59, Validation Loss : 1.09, Validation Accuracy : 0.66 Epoch : 229, Train Loss : 1.31, Train Accuracy : 0.58, Validation Loss : 1.09, Validation Accuracy : 0.66 Epoch : 230, Train Loss : 1.30, Train Accuracy : 0.59, Validation Loss : 1.09, Validation Accuracy : 0.65 Epoch : 231, Train Loss : 1.31, Train Accuracy : 0.58, Validation Loss : 1.09, Validation Accuracy : 0.65 Epoch : 232, Train Loss : 1.30, Train Accuracy : 0.59, Validation Loss : 1.08, Validation Accuracy : 0.66 Epoch : 233, Train Loss : 1.30, Train Accuracy : 0.58, Validation Loss : 1.09, Validation Accuracy : 0.66 Epoch : 234, Train Loss : 1.31, Train Accuracy : 0.58, Validation Loss : 1.09, Validation Accuracy : 0.65 Epoch : 235, Train Loss : 1.30, Train Accuracy : 0.59, Validation Loss : 1.10, Validation Accuracy : 0.65 Epoch : 236, Train Loss : 1.31, Train Accuracy : 0.59, Validation Loss : 1.09, Validation Accuracy : 0.66 Epoch : 237, Train Loss : 1.29, Train Accuracy : 0.59, Validation Loss : 1.08, Validation Accuracy : 0.65 Epoch : 238, Train Loss : 1.31, Train Accuracy : 0.58, Validation Loss : 1.09, Validation Accuracy : 0.66 Epoch : 239, Train Loss : 1.28, Train Accuracy : 0.59, Validation Loss : 1.09, Validation Accuracy : 0.65 Epoch : 240, Train Loss : 1.30, Train Accuracy : 0.59, Validation Loss : 1.08, Validation Accuracy : 0.66 Epoch : 241, Train Loss : 1.28, Train Accuracy : 0.59, Validation Loss : 1.08, Validation Accuracy : 0.66 Epoch : 242, Train Loss : 1.29, Train Accuracy : 0.59, Validation Loss : 1.08, Validation Accuracy : 0.66 Epoch : 243, Train Loss : 1.28, Train Accuracy : 0.59, Validation Loss : 1.07, Validation Accuracy : 0.67 Epoch : 244, Train Loss : 1.29, Train Accuracy : 0.59, Validation Loss : 1.09, Validation Accuracy : 0.66 Epoch : 245, Train Loss : 1.28, Train Accuracy : 0.59, Validation Loss : 1.07, Validation Accuracy : 0.66 Epoch : 246, Train Loss : 1.28, Train Accuracy : 0.60, Validation Loss : 1.08, Validation Accuracy : 0.66 Epoch : 247, Train Loss : 1.29, Train Accuracy : 0.59, Validation Loss : 1.06, Validation Accuracy : 0.67 Epoch : 248, Train Loss : 1.27, Train Accuracy : 0.60, Validation Loss : 1.07, Validation Accuracy : 0.67 Epoch : 249, Train Loss : 1.28, Train Accuracy : 0.59, Validation Loss : 1.07, Validation Accuracy : 0.65 Epoch : 250, Train Loss : 1.26, Train Accuracy : 0.60, Validation Loss : 1.06, Validation Accuracy : 0.66 Epoch : 251, Train Loss : 1.28, Train Accuracy : 0.60, Validation Loss : 1.05, Validation Accuracy : 0.67 Epoch : 252, Train Loss : 1.26, Train Accuracy : 0.60, Validation Loss : 1.06, Validation Accuracy : 0.68 Epoch : 253, Train Loss : 1.28, Train Accuracy : 0.59, Validation Loss : 1.08, Validation Accuracy : 0.67 Epoch : 254, Train Loss : 1.28, Train Accuracy : 0.59, Validation Loss : 1.07, Validation Accuracy : 0.66 Epoch : 255, Train Loss : 1.27, Train Accuracy : 0.60, Validation Loss : 1.05, Validation Accuracy : 0.67 Epoch : 256, Train Loss : 1.25, Train Accuracy : 0.60, Validation Loss : 1.05, Validation Accuracy : 0.67 Epoch : 257, Train Loss : 1.26, Train Accuracy : 0.60, Validation Loss : 1.05, Validation Accuracy : 0.67 Epoch : 258, Train Loss : 1.27, Train Accuracy : 0.59, Validation Loss : 1.05, Validation Accuracy : 0.67 Epoch : 259, Train Loss : 1.28, Train Accuracy : 0.59, Validation Loss : 1.05, Validation Accuracy : 0.67 Epoch : 260, Train Loss : 1.27, Train Accuracy : 0.60, Validation Loss : 1.05, Validation Accuracy : 0.66 Epoch : 261, Train Loss : 1.25, Train Accuracy : 0.61, Validation Loss : 1.05, Validation Accuracy : 0.67 Epoch : 262, Train Loss : 1.25, Train Accuracy : 0.60, Validation Loss : 1.05, Validation Accuracy : 0.67 Epoch : 263, Train Loss : 1.26, Train Accuracy : 0.60, Validation Loss : 1.04, Validation Accuracy : 0.67 Epoch : 264, Train Loss : 1.25, Train Accuracy : 0.60, Validation Loss : 1.04, Validation Accuracy : 0.67 Epoch : 265, Train Loss : 1.27, Train Accuracy : 0.60, Validation Loss : 1.03, Validation Accuracy : 0.68 Epoch : 266, Train Loss : 1.25, Train Accuracy : 0.60, Validation Loss : 1.04, Validation Accuracy : 0.68 Epoch : 267, Train Loss : 1.26, Train Accuracy : 0.60, Validation Loss : 1.04, Validation Accuracy : 0.68 Epoch : 268, Train Loss : 1.24, Train Accuracy : 0.61, Validation Loss : 1.03, Validation Accuracy : 0.68 Epoch : 269, Train Loss : 1.26, Train Accuracy : 0.61, Validation Loss : 1.05, Validation Accuracy : 0.67 Epoch : 270, Train Loss : 1.24, Train Accuracy : 0.61, Validation Loss : 1.03, Validation Accuracy : 0.68 Epoch : 271, Train Loss : 1.26, Train Accuracy : 0.60, Validation Loss : 1.03, Validation Accuracy : 0.67 Epoch : 272, Train Loss : 1.24, Train Accuracy : 0.61, Validation Loss : 1.03, Validation Accuracy : 0.67 Epoch : 273, Train Loss : 1.26, Train Accuracy : 0.60, Validation Loss : 1.02, Validation Accuracy : 0.68 Epoch : 274, Train Loss : 1.25, Train Accuracy : 0.60, Validation Loss : 1.04, Validation Accuracy : 0.67 Epoch : 275, Train Loss : 1.26, Train Accuracy : 0.60, Validation Loss : 1.03, Validation Accuracy : 0.68 Epoch : 276, Train Loss : 1.24, Train Accuracy : 0.60, Validation Loss : 1.03, Validation Accuracy : 0.68 Epoch : 277, Train Loss : 1.24, Train Accuracy : 0.60, Validation Loss : 1.03, Validation Accuracy : 0.68 Epoch : 278, Train Loss : 1.22, Train Accuracy : 0.62, Validation Loss : 1.02, Validation Accuracy : 0.68 Epoch : 279, Train Loss : 1.23, Train Accuracy : 0.61, Validation Loss : 1.05, Validation Accuracy : 0.67 Epoch : 280, Train Loss : 1.24, Train Accuracy : 0.61, Validation Loss : 1.01, Validation Accuracy : 0.69 Epoch : 281, Train Loss : 1.21, Train Accuracy : 0.62, Validation Loss : 1.01, Validation Accuracy : 0.69 Epoch : 282, Train Loss : 1.23, Train Accuracy : 0.61, Validation Loss : 1.01, Validation Accuracy : 0.68 Epoch : 283, Train Loss : 1.23, Train Accuracy : 0.61, Validation Loss : 1.00, Validation Accuracy : 0.69 Epoch : 284, Train Loss : 1.22, Train Accuracy : 0.62, Validation Loss : 1.00, Validation Accuracy : 0.69 Epoch : 285, Train Loss : 1.23, Train Accuracy : 0.61, Validation Loss : 1.00, Validation Accuracy : 0.69 Epoch : 286, Train Loss : 1.22, Train Accuracy : 0.62, Validation Loss : 1.00, Validation Accuracy : 0.69 Epoch : 287, Train Loss : 1.22, Train Accuracy : 0.62, Validation Loss : 1.01, Validation Accuracy : 0.69 Epoch : 288, Train Loss : 1.24, Train Accuracy : 0.61, Validation Loss : 1.00, Validation Accuracy : 0.68 Epoch : 289, Train Loss : 1.21, Train Accuracy : 0.61, Validation Loss : 1.01, Validation Accuracy : 0.68 Epoch : 290, Train Loss : 1.21, Train Accuracy : 0.62, Validation Loss : 0.99, Validation Accuracy : 0.69 Epoch : 291, Train Loss : 1.23, Train Accuracy : 0.61, Validation Loss : 1.00, Validation Accuracy : 0.70 Epoch : 292, Train Loss : 1.22, Train Accuracy : 0.62, Validation Loss : 0.99, Validation Accuracy : 0.69 Epoch : 293, Train Loss : 1.20, Train Accuracy : 0.62, Validation Loss : 1.00, Validation Accuracy : 0.69 Epoch : 294, Train Loss : 1.22, Train Accuracy : 0.61, Validation Loss : 0.99, Validation Accuracy : 0.69 Epoch : 295, Train Loss : 1.21, Train Accuracy : 0.62, Validation Loss : 0.98, Validation Accuracy : 0.69 Epoch : 296, Train Loss : 1.20, Train Accuracy : 0.62, Validation Loss : 0.99, Validation Accuracy : 0.69 Epoch : 297, Train Loss : 1.21, Train Accuracy : 0.61, Validation Loss : 0.98, Validation Accuracy : 0.69 Epoch : 298, Train Loss : 1.22, Train Accuracy : 0.61, Validation Loss : 0.98, Validation Accuracy : 0.70 Epoch : 299, Train Loss : 1.20, Train Accuracy : 0.62, Validation Loss : 0.98, Validation Accuracy : 0.69 Epoch : 300, Train Loss : 1.20, Train Accuracy : 0.62, Validation Loss : 0.97, Validation Accuracy : 0.69 Epoch : 301, Train Loss : 1.21, Train Accuracy : 0.62, Validation Loss : 0.98, Validation Accuracy : 0.70 Epoch : 302, Train Loss : 1.20, Train Accuracy : 0.62, Validation Loss : 1.01, Validation Accuracy : 0.69 Epoch : 303, Train Loss : 1.21, Train Accuracy : 0.61, Validation Loss : 0.97, Validation Accuracy : 0.70 Epoch : 304, Train Loss : 1.20, Train Accuracy : 0.62, Validation Loss : 0.98, Validation Accuracy : 0.69 Epoch : 305, Train Loss : 1.21, Train Accuracy : 0.61, Validation Loss : 0.99, Validation Accuracy : 0.69 Epoch : 306, Train Loss : 1.20, Train Accuracy : 0.62, Validation Loss : 0.96, Validation Accuracy : 0.70 Epoch : 307, Train Loss : 1.20, Train Accuracy : 0.62, Validation Loss : 0.97, Validation Accuracy : 0.70 Epoch : 308, Train Loss : 1.20, Train Accuracy : 0.62, Validation Loss : 0.97, Validation Accuracy : 0.70 Epoch : 309, Train Loss : 1.18, Train Accuracy : 0.63, Validation Loss : 0.97, Validation Accuracy : 0.70 Epoch : 310, Train Loss : 1.19, Train Accuracy : 0.62, Validation Loss : 0.98, Validation Accuracy : 0.70 Epoch : 311, Train Loss : 1.19, Train Accuracy : 0.63, Validation Loss : 0.96, Validation Accuracy : 0.71 Epoch : 312, Train Loss : 1.20, Train Accuracy : 0.62, Validation Loss : 0.96, Validation Accuracy : 0.70 Epoch : 313, Train Loss : 1.19, Train Accuracy : 0.62, Validation Loss : 0.97, Validation Accuracy : 0.70 Epoch : 314, Train Loss : 1.19, Train Accuracy : 0.62, Validation Loss : 0.98, Validation Accuracy : 0.70 Epoch : 315, Train Loss : 1.19, Train Accuracy : 0.62, Validation Loss : 0.97, Validation Accuracy : 0.70 Epoch : 316, Train Loss : 1.19, Train Accuracy : 0.62, Validation Loss : 0.99, Validation Accuracy : 0.69 Epoch : 317, Train Loss : 1.17, Train Accuracy : 0.63, Validation Loss : 0.97, Validation Accuracy : 0.70 Epoch : 318, Train Loss : 1.17, Train Accuracy : 0.64, Validation Loss : 0.98, Validation Accuracy : 0.69 Epoch : 319, Train Loss : 1.19, Train Accuracy : 0.62, Validation Loss : 0.95, Validation Accuracy : 0.70 Epoch : 320, Train Loss : 1.18, Train Accuracy : 0.62, Validation Loss : 0.96, Validation Accuracy : 0.70 Epoch : 321, Train Loss : 1.18, Train Accuracy : 0.63, Validation Loss : 0.96, Validation Accuracy : 0.70 Epoch : 322, Train Loss : 1.19, Train Accuracy : 0.62, Validation Loss : 0.95, Validation Accuracy : 0.70 Epoch : 323, Train Loss : 1.20, Train Accuracy : 0.62, Validation Loss : 0.95, Validation Accuracy : 0.70 Epoch : 324, Train Loss : 1.17, Train Accuracy : 0.63, Validation Loss : 0.95, Validation Accuracy : 0.71 Epoch : 325, Train Loss : 1.16, Train Accuracy : 0.64, Validation Loss : 0.95, Validation Accuracy : 0.71 Epoch : 326, Train Loss : 1.17, Train Accuracy : 0.63, Validation Loss : 0.93, Validation Accuracy : 0.72 Epoch : 327, Train Loss : 1.19, Train Accuracy : 0.62, Validation Loss : 0.98, Validation Accuracy : 0.70 Epoch : 328, Train Loss : 1.15, Train Accuracy : 0.64, Validation Loss : 0.94, Validation Accuracy : 0.71 Epoch : 329, Train Loss : 1.18, Train Accuracy : 0.63, Validation Loss : 0.94, Validation Accuracy : 0.71 Epoch : 330, Train Loss : 1.17, Train Accuracy : 0.63, Validation Loss : 0.98, Validation Accuracy : 0.69 Epoch : 331, Train Loss : 1.17, Train Accuracy : 0.63, Validation Loss : 0.93, Validation Accuracy : 0.71 Epoch : 332, Train Loss : 1.16, Train Accuracy : 0.64, Validation Loss : 0.95, Validation Accuracy : 0.70 Epoch : 333, Train Loss : 1.16, Train Accuracy : 0.63, Validation Loss : 0.95, Validation Accuracy : 0.71 Epoch : 334, Train Loss : 1.18, Train Accuracy : 0.63, Validation Loss : 0.93, Validation Accuracy : 0.71 Epoch : 335, Train Loss : 1.16, Train Accuracy : 0.63, Validation Loss : 0.94, Validation Accuracy : 0.71 Epoch : 336, Train Loss : 1.16, Train Accuracy : 0.63, Validation Loss : 0.93, Validation Accuracy : 0.72 Epoch : 337, Train Loss : 1.16, Train Accuracy : 0.63, Validation Loss : 0.93, Validation Accuracy : 0.71 Epoch : 338, Train Loss : 1.16, Train Accuracy : 0.63, Validation Loss : 0.94, Validation Accuracy : 0.71 Epoch : 339, Train Loss : 1.16, Train Accuracy : 0.63, Validation Loss : 0.97, Validation Accuracy : 0.70 Epoch : 340, Train Loss : 1.15, Train Accuracy : 0.64, Validation Loss : 0.94, Validation Accuracy : 0.71 Epoch : 341, Train Loss : 1.14, Train Accuracy : 0.64, Validation Loss : 0.94, Validation Accuracy : 0.72 Epoch : 342, Train Loss : 1.14, Train Accuracy : 0.63, Validation Loss : 0.95, Validation Accuracy : 0.70 Epoch : 343, Train Loss : 1.16, Train Accuracy : 0.64, Validation Loss : 0.95, Validation Accuracy : 0.72 Epoch : 344, Train Loss : 1.14, Train Accuracy : 0.63, Validation Loss : 0.93, Validation Accuracy : 0.71 Epoch : 345, Train Loss : 1.13, Train Accuracy : 0.64, Validation Loss : 0.95, Validation Accuracy : 0.69 Epoch : 346, Train Loss : 1.14, Train Accuracy : 0.64, Validation Loss : 0.93, Validation Accuracy : 0.71 Epoch : 347, Train Loss : 1.14, Train Accuracy : 0.64, Validation Loss : 0.92, Validation Accuracy : 0.72 Epoch : 348, Train Loss : 1.15, Train Accuracy : 0.64, Validation Loss : 0.92, Validation Accuracy : 0.71 Epoch : 349, Train Loss : 1.16, Train Accuracy : 0.64, Validation Loss : 0.93, Validation Accuracy : 0.72 Epoch : 350, Train Loss : 1.14, Train Accuracy : 0.64, Validation Loss : 0.93, Validation Accuracy : 0.71 Epoch : 351, Train Loss : 1.14, Train Accuracy : 0.63, Validation Loss : 0.94, Validation Accuracy : 0.70 Epoch : 352, Train Loss : 1.15, Train Accuracy : 0.63, Validation Loss : 0.91, Validation Accuracy : 0.72 Epoch : 353, Train Loss : 1.15, Train Accuracy : 0.64, Validation Loss : 0.91, Validation Accuracy : 0.72 Epoch : 354, Train Loss : 1.14, Train Accuracy : 0.64, Validation Loss : 0.93, Validation Accuracy : 0.72 Epoch : 355, Train Loss : 1.13, Train Accuracy : 0.64, Validation Loss : 0.91, Validation Accuracy : 0.71 Epoch : 356, Train Loss : 1.13, Train Accuracy : 0.65, Validation Loss : 0.91, Validation Accuracy : 0.70 Epoch : 357, Train Loss : 1.14, Train Accuracy : 0.64, Validation Loss : 0.91, Validation Accuracy : 0.73 Epoch : 358, Train Loss : 1.13, Train Accuracy : 0.64, Validation Loss : 0.92, Validation Accuracy : 0.72 Epoch : 359, Train Loss : 1.14, Train Accuracy : 0.64, Validation Loss : 0.91, Validation Accuracy : 0.71 Epoch : 360, Train Loss : 1.13, Train Accuracy : 0.64, Validation Loss : 0.91, Validation Accuracy : 0.73 Epoch : 361, Train Loss : 1.12, Train Accuracy : 0.64, Validation Loss : 0.91, Validation Accuracy : 0.72 Epoch : 362, Train Loss : 1.13, Train Accuracy : 0.64, Validation Loss : 0.92, Validation Accuracy : 0.71 Epoch : 363, Train Loss : 1.14, Train Accuracy : 0.64, Validation Loss : 0.92, Validation Accuracy : 0.72 Epoch : 364, Train Loss : 1.13, Train Accuracy : 0.64, Validation Loss : 0.90, Validation Accuracy : 0.72 Epoch : 365, Train Loss : 1.12, Train Accuracy : 0.65, Validation Loss : 0.91, Validation Accuracy : 0.72 Epoch : 366, Train Loss : 1.11, Train Accuracy : 0.65, Validation Loss : 0.89, Validation Accuracy : 0.73 Epoch : 367, Train Loss : 1.11, Train Accuracy : 0.65, Validation Loss : 0.89, Validation Accuracy : 0.73 Epoch : 368, Train Loss : 1.12, Train Accuracy : 0.64, Validation Loss : 0.94, Validation Accuracy : 0.71 Epoch : 369, Train Loss : 1.11, Train Accuracy : 0.65, Validation Loss : 0.88, Validation Accuracy : 0.73 Epoch : 370, Train Loss : 1.12, Train Accuracy : 0.65, Validation Loss : 0.91, Validation Accuracy : 0.73 Epoch : 371, Train Loss : 1.13, Train Accuracy : 0.64, Validation Loss : 0.89, Validation Accuracy : 0.73 Epoch : 372, Train Loss : 1.12, Train Accuracy : 0.65, Validation Loss : 0.90, Validation Accuracy : 0.73 Epoch : 373, Train Loss : 1.11, Train Accuracy : 0.65, Validation Loss : 0.90, Validation Accuracy : 0.72 Epoch : 374, Train Loss : 1.10, Train Accuracy : 0.65, Validation Loss : 0.92, Validation Accuracy : 0.71 Epoch : 375, Train Loss : 1.12, Train Accuracy : 0.65, Validation Loss : 0.90, Validation Accuracy : 0.72 Epoch : 376, Train Loss : 1.11, Train Accuracy : 0.65, Validation Loss : 0.89, Validation Accuracy : 0.72 Epoch : 377, Train Loss : 1.11, Train Accuracy : 0.64, Validation Loss : 0.92, Validation Accuracy : 0.71 Epoch : 378, Train Loss : 1.11, Train Accuracy : 0.65, Validation Loss : 0.92, Validation Accuracy : 0.71 Epoch : 379, Train Loss : 1.12, Train Accuracy : 0.65, Validation Loss : 0.90, Validation Accuracy : 0.72 Epoch : 380, Train Loss : 1.11, Train Accuracy : 0.65, Validation Loss : 0.89, Validation Accuracy : 0.73 Epoch : 381, Train Loss : 1.11, Train Accuracy : 0.65, Validation Loss : 0.91, Validation Accuracy : 0.72 Epoch : 382, Train Loss : 1.10, Train Accuracy : 0.65, Validation Loss : 0.88, Validation Accuracy : 0.73 Epoch : 383, Train Loss : 1.10, Train Accuracy : 0.66, Validation Loss : 0.88, Validation Accuracy : 0.73 Epoch : 384, Train Loss : 1.12, Train Accuracy : 0.65, Validation Loss : 0.88, Validation Accuracy : 0.73 Epoch : 385, Train Loss : 1.12, Train Accuracy : 0.65, Validation Loss : 0.99, Validation Accuracy : 0.69 Epoch : 386, Train Loss : 1.11, Train Accuracy : 0.65, Validation Loss : 0.88, Validation Accuracy : 0.73 Epoch : 387, Train Loss : 1.09, Train Accuracy : 0.65, Validation Loss : 0.88, Validation Accuracy : 0.73 Epoch : 388, Train Loss : 1.11, Train Accuracy : 0.65, Validation Loss : 0.89, Validation Accuracy : 0.73 Epoch : 389, Train Loss : 1.13, Train Accuracy : 0.64, Validation Loss : 0.88, Validation Accuracy : 0.73 Epoch : 390, Train Loss : 1.08, Train Accuracy : 0.66, Validation Loss : 0.88, Validation Accuracy : 0.72 Epoch : 391, Train Loss : 1.09, Train Accuracy : 0.65, Validation Loss : 0.87, Validation Accuracy : 0.74 Epoch : 392, Train Loss : 1.10, Train Accuracy : 0.65, Validation Loss : 0.87, Validation Accuracy : 0.74 Epoch : 393, Train Loss : 1.08, Train Accuracy : 0.66, Validation Loss : 0.87, Validation Accuracy : 0.73 Epoch : 394, Train Loss : 1.09, Train Accuracy : 0.66, Validation Loss : 0.87, Validation Accuracy : 0.73 Epoch : 395, Train Loss : 1.11, Train Accuracy : 0.65, Validation Loss : 0.89, Validation Accuracy : 0.73 Epoch : 396, Train Loss : 1.10, Train Accuracy : 0.66, Validation Loss : 0.87, Validation Accuracy : 0.73 Epoch : 397, Train Loss : 1.09, Train Accuracy : 0.65, Validation Loss : 0.90, Validation Accuracy : 0.73 Epoch : 398, Train Loss : 1.07, Train Accuracy : 0.67, Validation Loss : 0.87, Validation Accuracy : 0.73 Epoch : 399, Train Loss : 1.08, Train Accuracy : 0.66, Validation Loss : 0.87, Validation Accuracy : 0.73 Epoch : 400, Train Loss : 1.09, Train Accuracy : 0.65, Validation Loss : 0.85, Validation Accuracy : 0.74 Epoch : 401, Train Loss : 1.09, Train Accuracy : 0.66, Validation Loss : 0.87, Validation Accuracy : 0.74 Epoch : 402, Train Loss : 1.08, Train Accuracy : 0.66, Validation Loss : 0.87, Validation Accuracy : 0.74 Epoch : 403, Train Loss : 1.08, Train Accuracy : 0.66, Validation Loss : 0.88, Validation Accuracy : 0.74 Epoch : 404, Train Loss : 1.10, Train Accuracy : 0.65, Validation Loss : 0.86, Validation Accuracy : 0.73 Epoch : 405, Train Loss : 1.09, Train Accuracy : 0.65, Validation Loss : 0.86, Validation Accuracy : 0.74 Epoch : 406, Train Loss : 1.08, Train Accuracy : 0.67, Validation Loss : 0.86, Validation Accuracy : 0.74 Epoch : 407, Train Loss : 1.09, Train Accuracy : 0.66, Validation Loss : 0.88, Validation Accuracy : 0.74 Epoch : 408, Train Loss : 1.08, Train Accuracy : 0.66, Validation Loss : 0.86, Validation Accuracy : 0.74 Epoch : 409, Train Loss : 1.08, Train Accuracy : 0.66, Validation Loss : 0.88, Validation Accuracy : 0.74 Epoch : 410, Train Loss : 1.07, Train Accuracy : 0.66, Validation Loss : 0.86, Validation Accuracy : 0.73 Epoch : 411, Train Loss : 1.08, Train Accuracy : 0.66, Validation Loss : 0.85, Validation Accuracy : 0.75 Epoch : 412, Train Loss : 1.07, Train Accuracy : 0.66, Validation Loss : 0.86, Validation Accuracy : 0.74 Epoch : 413, Train Loss : 1.09, Train Accuracy : 0.66, Validation Loss : 0.86, Validation Accuracy : 0.73 Epoch : 414, Train Loss : 1.09, Train Accuracy : 0.66, Validation Loss : 0.86, Validation Accuracy : 0.72 Epoch : 415, Train Loss : 1.09, Train Accuracy : 0.65, Validation Loss : 0.89, Validation Accuracy : 0.73 Epoch : 416, Train Loss : 1.08, Train Accuracy : 0.66, Validation Loss : 0.85, Validation Accuracy : 0.75 Epoch : 417, Train Loss : 1.08, Train Accuracy : 0.66, Validation Loss : 0.87, Validation Accuracy : 0.73 Epoch : 418, Train Loss : 1.08, Train Accuracy : 0.66, Validation Loss : 0.87, Validation Accuracy : 0.73 Epoch : 419, Train Loss : 1.07, Train Accuracy : 0.66, Validation Loss : 0.86, Validation Accuracy : 0.73 Epoch : 420, Train Loss : 1.08, Train Accuracy : 0.65, Validation Loss : 0.85, Validation Accuracy : 0.74 Epoch : 421, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.93, Validation Accuracy : 0.71 Epoch : 422, Train Loss : 1.08, Train Accuracy : 0.66, Validation Loss : 0.84, Validation Accuracy : 0.74 Epoch : 423, Train Loss : 1.07, Train Accuracy : 0.66, Validation Loss : 0.85, Validation Accuracy : 0.73 Epoch : 424, Train Loss : 1.06, Train Accuracy : 0.67, Validation Loss : 0.87, Validation Accuracy : 0.74 Epoch : 425, Train Loss : 1.06, Train Accuracy : 0.66, Validation Loss : 0.84, Validation Accuracy : 0.74 Epoch : 426, Train Loss : 1.06, Train Accuracy : 0.66, Validation Loss : 0.84, Validation Accuracy : 0.74 Epoch : 427, Train Loss : 1.05, Train Accuracy : 0.67, Validation Loss : 0.83, Validation Accuracy : 0.74 Epoch : 428, Train Loss : 1.05, Train Accuracy : 0.67, Validation Loss : 0.84, Validation Accuracy : 0.74 Epoch : 429, Train Loss : 1.08, Train Accuracy : 0.65, Validation Loss : 0.85, Validation Accuracy : 0.75 Epoch : 430, Train Loss : 1.06, Train Accuracy : 0.66, Validation Loss : 0.83, Validation Accuracy : 0.74 Epoch : 431, Train Loss : 1.05, Train Accuracy : 0.67, Validation Loss : 0.85, Validation Accuracy : 0.73 Epoch : 432, Train Loss : 1.06, Train Accuracy : 0.67, Validation Loss : 0.82, Validation Accuracy : 0.75 Epoch : 433, Train Loss : 1.06, Train Accuracy : 0.67, Validation Loss : 0.82, Validation Accuracy : 0.75 Epoch : 434, Train Loss : 1.05, Train Accuracy : 0.67, Validation Loss : 0.84, Validation Accuracy : 0.74 Epoch : 435, Train Loss : 1.06, Train Accuracy : 0.66, Validation Loss : 0.86, Validation Accuracy : 0.73 Epoch : 436, Train Loss : 1.06, Train Accuracy : 0.67, Validation Loss : 0.85, Validation Accuracy : 0.73 Epoch : 437, Train Loss : 1.05, Train Accuracy : 0.67, Validation Loss : 0.82, Validation Accuracy : 0.75 Epoch : 438, Train Loss : 1.05, Train Accuracy : 0.66, Validation Loss : 0.84, Validation Accuracy : 0.74 Epoch : 439, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.83, Validation Accuracy : 0.75 Epoch : 440, Train Loss : 1.05, Train Accuracy : 0.67, Validation Loss : 0.82, Validation Accuracy : 0.76 Epoch : 441, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.84, Validation Accuracy : 0.74 Epoch : 442, Train Loss : 1.04, Train Accuracy : 0.68, Validation Loss : 0.83, Validation Accuracy : 0.75 Epoch : 443, Train Loss : 1.05, Train Accuracy : 0.67, Validation Loss : 0.83, Validation Accuracy : 0.75 Epoch : 444, Train Loss : 1.06, Train Accuracy : 0.67, Validation Loss : 0.83, Validation Accuracy : 0.74 Epoch : 445, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.81, Validation Accuracy : 0.75 Epoch : 446, Train Loss : 1.05, Train Accuracy : 0.67, Validation Loss : 0.86, Validation Accuracy : 0.74 Epoch : 447, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.84, Validation Accuracy : 0.74 Epoch : 448, Train Loss : 1.05, Train Accuracy : 0.67, Validation Loss : 0.81, Validation Accuracy : 0.75 Epoch : 449, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.82, Validation Accuracy : 0.75 Epoch : 450, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.83, Validation Accuracy : 0.75 Epoch : 451, Train Loss : 1.03, Train Accuracy : 0.67, Validation Loss : 0.83, Validation Accuracy : 0.74 Epoch : 452, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.83, Validation Accuracy : 0.75 Epoch : 453, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.80, Validation Accuracy : 0.75 Epoch : 454, Train Loss : 1.03, Train Accuracy : 0.68, Validation Loss : 0.91, Validation Accuracy : 0.73 Epoch : 455, Train Loss : 1.02, Train Accuracy : 0.67, Validation Loss : 0.82, Validation Accuracy : 0.75 Epoch : 456, Train Loss : 1.03, Train Accuracy : 0.68, Validation Loss : 0.83, Validation Accuracy : 0.74 Epoch : 457, Train Loss : 1.02, Train Accuracy : 0.67, Validation Loss : 0.81, Validation Accuracy : 0.76 Epoch : 458, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.83, Validation Accuracy : 0.75 Epoch : 459, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.84, Validation Accuracy : 0.75 Epoch : 460, Train Loss : 1.04, Train Accuracy : 0.68, Validation Loss : 0.84, Validation Accuracy : 0.75 Epoch : 461, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.82, Validation Accuracy : 0.76 Epoch : 462, Train Loss : 1.03, Train Accuracy : 0.68, Validation Loss : 0.81, Validation Accuracy : 0.75 Epoch : 463, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.82, Validation Accuracy : 0.75 Epoch : 464, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.81, Validation Accuracy : 0.75 Epoch : 465, Train Loss : 1.03, Train Accuracy : 0.68, Validation Loss : 0.82, Validation Accuracy : 0.74 Epoch : 466, Train Loss : 1.00, Train Accuracy : 0.68, Validation Loss : 0.83, Validation Accuracy : 0.75 Epoch : 467, Train Loss : 1.05, Train Accuracy : 0.67, Validation Loss : 0.82, Validation Accuracy : 0.75 Epoch : 468, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.79, Validation Accuracy : 0.76 Epoch : 469, Train Loss : 1.01, Train Accuracy : 0.68, Validation Loss : 0.79, Validation Accuracy : 0.75 Epoch : 470, Train Loss : 1.03, Train Accuracy : 0.68, Validation Loss : 0.80, Validation Accuracy : 0.75 Epoch : 471, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.81, Validation Accuracy : 0.75 Epoch : 472, Train Loss : 1.01, Train Accuracy : 0.68, Validation Loss : 0.81, Validation Accuracy : 0.75 Epoch : 473, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.80, Validation Accuracy : 0.75 Epoch : 474, Train Loss : 1.00, Train Accuracy : 0.68, Validation Loss : 0.82, Validation Accuracy : 0.75 Epoch : 475, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.79, Validation Accuracy : 0.76 Epoch : 476, Train Loss : 1.02, Train Accuracy : 0.67, Validation Loss : 0.79, Validation Accuracy : 0.76 Epoch : 477, Train Loss : 1.04, Train Accuracy : 0.67, Validation Loss : 0.81, Validation Accuracy : 0.75 Epoch : 478, Train Loss : 1.01, Train Accuracy : 0.68, Validation Loss : 0.81, Validation Accuracy : 0.75 Epoch : 479, Train Loss : 1.01, Train Accuracy : 0.68, Validation Loss : 0.89, Validation Accuracy : 0.73 Epoch : 480, Train Loss : 1.03, Train Accuracy : 0.67, Validation Loss : 0.81, Validation Accuracy : 0.75 Epoch : 481, Train Loss : 1.00, Train Accuracy : 0.69, Validation Loss : 0.79, Validation Accuracy : 0.76 Epoch : 482, Train Loss : 1.00, Train Accuracy : 0.68, Validation Loss : 0.79, Validation Accuracy : 0.76 Epoch : 483, Train Loss : 1.00, Train Accuracy : 0.69, Validation Loss : 0.78, Validation Accuracy : 0.76 Epoch : 484, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.81, Validation Accuracy : 0.76 Epoch : 485, Train Loss : 1.01, Train Accuracy : 0.68, Validation Loss : 0.81, Validation Accuracy : 0.75 Epoch : 486, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.80, Validation Accuracy : 0.75 Epoch : 487, Train Loss : 1.01, Train Accuracy : 0.68, Validation Loss : 0.80, Validation Accuracy : 0.75 Epoch : 488, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.81, Validation Accuracy : 0.76 Epoch : 489, Train Loss : 1.01, Train Accuracy : 0.68, Validation Loss : 0.82, Validation Accuracy : 0.75 Epoch : 490, Train Loss : 1.01, Train Accuracy : 0.68, Validation Loss : 0.88, Validation Accuracy : 0.73 Epoch : 491, Train Loss : 1.01, Train Accuracy : 0.68, Validation Loss : 0.79, Validation Accuracy : 0.76 Epoch : 492, Train Loss : 1.00, Train Accuracy : 0.69, Validation Loss : 0.78, Validation Accuracy : 0.76 Epoch : 493, Train Loss : 0.99, Train Accuracy : 0.69, Validation Loss : 0.79, Validation Accuracy : 0.76 Epoch : 494, Train Loss : 1.02, Train Accuracy : 0.68, Validation Loss : 0.81, Validation Accuracy : 0.76 Epoch : 495, Train Loss : 1.00, Train Accuracy : 0.69, Validation Loss : 0.80, Validation Accuracy : 0.75 Epoch : 496, Train Loss : 1.00, Train Accuracy : 0.68, Validation Loss : 0.79, Validation Accuracy : 0.76 Epoch : 497, Train Loss : 1.00, Train Accuracy : 0.68, Validation Loss : 0.78, Validation Accuracy : 0.76 Epoch : 498, Train Loss : 1.00, Train Accuracy : 0.68, Validation Loss : 0.86, Validation Accuracy : 0.74 Epoch : 499, Train Loss : 1.00, Train Accuracy : 0.68, Validation Loss : 0.78, Validation Accuracy : 0.76
fig, (ax1, ax2) = plt.subplots(1,2, figsize=(15,6))
fig.suptitle(f"model_nn_3_layers_simple : 500 Epochs, 3e-4 Adam", fontsize=16)
ax1.plot(history8['train_acc'], label='train accuracy')
ax1.plot(history8['valid_acc'], label='valid accuracy')
ax1.legend()
ax2.plot(history8['train_loss'], label='train loss')
ax2.plot(history8['valid_loss'], label='valid loss')
ax2.legend()
fig.show()
metadata.head()
| slice_file_name | fsID | start | end | salience | fold | classID | class | |
|---|---|---|---|---|---|---|---|---|
| 0 | 100032-3-0-0.wav | 100032 | 0.0 | 0.317551 | 1 | 5 | 3 | dog_bark |
| 1 | 100263-2-0-117.wav | 100263 | 58.5 | 62.500000 | 1 | 5 | 2 | children_playing |
| 2 | 100263-2-0-121.wav | 100263 | 60.5 | 64.500000 | 1 | 5 | 2 | children_playing |
| 3 | 100263-2-0-126.wav | 100263 | 63.0 | 67.000000 | 1 | 5 | 2 | children_playing |
| 4 | 100263-2-0-137.wav | 100263 | 68.5 | 72.500000 | 1 | 5 | 2 | children_playing |
featuresdf.head()
| feature | class_label | class_category | feature_len | |
|---|---|---|---|---|
| 0 | [-215.7930019798, 71.6661218578, -131.81377106... | dog_bark | 3 | 40 |
| 1 | [-424.686857174, 110.5622761497, -54.148235845... | children_playing | 2 | 40 |
| 2 | [-459.5646628172, 122.8003486268, -47.92470751... | children_playing | 2 | 40 |
| 3 | [-414.5537705356, 102.896905432, -36.664954497... | children_playing | 2 | 40 |
| 4 | [-447.3969992817, 115.0953847764, -53.80910915... | children_playing | 2 | 40 |
meta_feature[['slice_file_name', 'feature', 'class_label', 'class_category']].head()
| slice_file_name | feature | class_label | class_category | |
|---|---|---|---|---|
| 0 | 100032-3-0-0.wav | [-215.7930019798, 71.6661218578, -131.81377106... | dog_bark | 3 |
| 1 | 100263-2-0-117.wav | [-424.686857174, 110.5622761497, -54.148235845... | children_playing | 2 |
| 2 | 100263-2-0-121.wav | [-459.5646628172, 122.8003486268, -47.92470751... | children_playing | 2 |
| 3 | 100263-2-0-126.wav | [-414.5537705356, 102.896905432, -36.664954497... | children_playing | 2 |
| 4 | 100263-2-0-137.wav | [-447.3969992817, 115.0953847764, -53.80910915... | children_playing | 2 |
meta_feature = pd.concat([metadata, featuresdf], axis=1)
Finally using model_5_layers, check model comparison tab in the jovian.
Creating Noise to Index Mapping and Vice-Versa.
noise_2_idx = dict(set(meta_feature[['class_label', 'class_category']].to_records(index=False).tolist()))
idx_2_noise = { idx : noise for noise,idx in noise_2_idx.items()}
random_samples = meta_feature.sample(5)
msfcc_feature, labels = random_samples.feature.values.tolist(), random_samples.class_category.values.tolist()
msfcc_feature = torch.tensor(msfcc_feature)
labels = torch.tensor(labels)
print(msfcc_feature.shape, labels.shape)
torch.Size([5, 40]) torch.Size([5])
outputs = model_5_layers(msfcc_feature)
output_softmaxed = F.softmax(outputs, dim=1)
_, preds = torch.max(output_softmaxed, dim=1)
preds = preds.numpy().tolist()
preds_labels = [idx_2_noise[pred] for pred in preds]
labels = labels.numpy().tolist()
labels_names = [idx_2_noise[label] for label in labels]
audio_path = f"/content/UrbanSound8K/audio/fold{random_samples.iloc[0].values[5]}/" + random_samples.iloc[0].values[0]
data, sr = librosa.load(audio_path)
plt.figure(figsize=(15,6))
_ = librosa.display.waveplot(data)
plt.title(f"Original Sound : {labels_names[0]}, Predicted : {preds_labels[0]}", fontsize=16)
ipd.Audio(audio_path)
idx = 1
audio_path = f"/content/UrbanSound8K/audio/fold{random_samples.iloc[idx].values[5]}/" + random_samples.iloc[idx].values[0]
data, sr = librosa.load(audio_path)
plt.figure(figsize=(15,6))
_ = librosa.display.waveplot(data)
plt.title(f"Original Sound : {labels_names[idx]}, Predicted : {preds_labels[idx]}", fontsize=16)
ipd.Audio(audio_path)
idx = 2
audio_path = f"/content/UrbanSound8K/audio/fold{random_samples.iloc[idx].values[5]}/" + random_samples.iloc[idx].values[0]
data, sr = librosa.load(audio_path)
plt.figure(figsize=(15,6))
_ = librosa.display.waveplot(data)
plt.title(f"Original Sound : {labels_names[idx]}, Predicted : {preds_labels[idx]}", fontsize=16)
ipd.Audio(audio_path)
idx = 3
audio_path = f"/content/UrbanSound8K/audio/fold{random_samples.iloc[idx].values[5]}/" + random_samples.iloc[idx].values[0]
data, sr = librosa.load(audio_path)
plt.figure(figsize=(15,6))
_ = librosa.display.waveplot(data)
plt.title(f"Original Sound : {labels_names[idx]}, Predicted : {preds_labels[idx]}", fontsize=16)
ipd.Audio(audio_path)
idx = 4
audio_path = f"/content/UrbanSound8K/audio/fold{random_samples.iloc[idx].values[5]}/" + random_samples.iloc[idx].values[0]
data, sr = librosa.load(audio_path)
plt.figure(figsize=(15,6))
_ = librosa.display.waveplot(data)
plt.title(f"Original Sound : {labels_names[idx]}, Predicted : {preds_labels[idx]}", fontsize=16)
ipd.Audio(audio_path)
MFCC is not the only feature that can be utilized in audio analysis, beside that you can try Volume, Energy, Pitch, Zero Crossing Rate, Spectral Centroid etc as additional features along with it.
Instead of extracting features via MFCC, feature reduction technique such as t-SNE or PCA can be used as well."